2020

Journal Papers

1. Assiri, A.S.; Nazir, S.; Velastin, S.A, "Breast Tumor Classification Using an Ensemble Machine Learning Method," in Journal of Imaging, 6, 39, 2020. PDF
2. Jorge Espinosa, Sergio A. Velastin and John William Branch, "Detection of Bicycles and Motorcycles in Urban Traffic Using Video Analysis: A Review," in IEEE Trans on Intelligent Transportation Systems, 2020. PDF
3. Fiza Murtaza, Muhammad Haroon Yousaf, Sergio A Velastin and Yu Qian, "Vectors of Temporally Correlated Snippets for Temporal Action Detection”, Computers and Electrical Engineering," in Computers & Electrical Engineering, vol. 85, 2020.PDF
4. Pham, H.H.; Salmane, H.; Khoudour, L.; Crouzil, A.; Velastin, S.A.; Zegers, P., "A Unified Deep Framework for Joint 3D Pose Estimation and Action Recognition from a Single RGB Camera," in Sensors, 20, 1825, 2020.PDF
5. Adeel Ahmad Jamil, Fawad Hussain, Muhammad Haroon Yousaf, Ammar Mohsin Butt and Sergio A. Velastin, "Vehicle Make and Model Recognition Using Bag of Expressions," in Sensors, 20(4), 1033, 2020.PDF

Refereed Conference Papers

1. Maria Silvia Ito, Ebroul Izquierdo, "Distortion-Free Video Stabilization," 2020 IEEE International Conference on Multimedia & Expo Workshops (ICMEW), London, UK, 6-10 July, 2020. PDF
2. M. Santamaria, S. Blasi, E. Izquierdo and M. Mrak, "Analytic Simplification of Neural Network Based Intra-Prediction Modes For Video Compression," 2020 IEEE International Conference on Multimedia & Expo Workshops (ICMEW), London, UK, 6-10 July, 2020. PDF
3. Adeel Ahmad Jamil, Fawad Hussain, Muhammad Haroon Yousaf, Ammar Mohsin Butt and Sergio A. Velastin, "Vehicle Make and Model Recognition Using Bag of Expressions," in Sensors, 20(4), 1033, 2020.PDF

2019

Journal Papers

1. Jorge Ernesto Espinosa Oviedo, Sergio A Velasti­n, John William Branch Bedoy, “EspiNet V2: a region based deep learning model for detecting motorcycles in urban scenarios," in DYNA, Vol. 86, No. 211, pp. 317-326, ISSN 2346-2183, 2019.PDF
2. Yu Yang, Sergio A Velastin, Fei Yin, "Automatic Grading of apple based on Multi-features & K-means Clustering Algorithm," in Information Processing in Agriculture, 2019.PDF
3. Nudrat Nida, Muhammad Haroon Yousaf, Aun Irtaza and Sergio A. Velastin, "Deep Temporal Motion Descriptor (DTMD) for Human Action Recognition," in Turk. J. Elec. Eng., 2019.PDF
4. Saima Nazir, Muhammad Haroon Yousaf, Jean-Christophe Nebel, Sergio A. Velastin, "Dynamic Spatio-Temporal Bag of Expression (D-STBoE) Model for Human Action Recognition," in Sensors, 2019.PDF
5. Fiza Murtaza, Muhammad Haroon Yousaf and Sergio A Velastin, "TAB: Temporally Aggregated Bag-of-Discriminant-Words for Temporal Action Proposals, " in Computer Vision and Image Understanding journal, 2019.PDF
6. Huy-Hieu Pham, Houssam Salmane, Louahdi Khoudour, Alain Crouzil, Pablo Zegers and Sergio A. Velastin, "Spatio-Temporal Image Representation of 3D Skeletal Movements for View-Invariant Action Recognition with Deep Convolutional Neural Networks," in Sensors, 2019.PDF
7. Nudrat Nida, Muhammad Haroon Yousaf, Aun Irtaza and Sergio A. Velastin, "Instructor activity recognition through deep spatiotemporal features and feedforward Extreme Learning Machines," in Mathematical Problems in Engineering, Volume 2019, 2019.PDF
8. Bishay, Mina, et al. "SchiNet: Automatic Estimation of Symptoms of Schizophrenia from Facial Behaviour Analysis." IEEE Transactions on Affective Computing (2019).PDF

Refereed Conference Papers

1. Muhammad Qasim Shafiq, Saima Nazir, Muhammad Haroon Yousaf, Sergio A. Velastin, "Robust Framework for Human Localization and Detection in Moving Train Carriage," in Int. Conf. on Imaging for Crime Detection and Prevention (ICDP-19), 16-18 Dec., U. Westminster, London, UK , 2019.
2. Jorge Espinosa, John William Branch, Sergio A Velastin, "Detection and Tracking of Motorcycles in Congested Urban Environments Using Deep Learning and Markov Decision Processes, in Carrasco-Ochoa J., Martínez-Trinidad J., Olvera-López J., Salas J. (eds) Pattern Recognition. MCPR 2019. Lecture Notes in Computer Science, vol 11524. Springer, Cham, 2019
3. Huy Hieu Pham, Houssam Salmane, Louahdi Khoudour, Alain Crouzil, Pablo Zegers, Sergio A. Velastin, "A Deep Learning Approach for Real-Time 3D Human Action Recognition from Skeletal Data," in 16th International Conference on Image Analysis and Recognition, ICIAR-19, 27-29 August, Waterloo, Canada, 2019.PDF
4. Saima Nazir, Yu Qian, Muhammad Haroon Yousaf, Sergio A. Velastin, Ebroul Izquierdo, Eduard Vazquez, "Human Action Recognition Using Multi-Kernel Learning for Temporal Residual Network," in 14th International Conference on Computer Vision Theory and Applications, VISSAP 2019, Prague 25-27 Feb, 2019.PDF
5. Nudrat Nida, Muhammad Haroon Yousaf, Aun Irtaza, and Sergio A. Velastin, "Bag of Deep Features for Instructor Activity Recognition in Lecture Room," in 25th International Conference on MultiMedia Modeling, MMM2019, Jan 8-11, Thessaloniki, Greece, 2019.PDF
6. F. Toutounchi and E. Izquierdo, "Advanced Super-Resolution Using Lossless Pooling Convolutional Networks," 2019 IEEE Winter Conference on Applications of Computer Vision (WACV), Waikoloa Village, HI, USA, 2019, pp. 1562-1568.PDF
7. M. Zampoglou, F. Markatopoulou, G. Mercier, D. Touska, E. Apostolidis, S. Papadopoulos, R. Cozien, I. Patras, V. Mezaris, I. Kompatsiaris, "Detecting tampered videos with multimedia forensics and deep learning", Proc. 25th Int. Conf. on Multimedia Modeling (MMM2019), Thessaloniki, Greece, Springer LNCS vol. 11295, pp. 374-386, Jan. 2019.PDF
8. L. Nixon, E. Apostolidis, F. Markatopoulou, I. Patras, V. Mezaris, "Multimodal Video Annotation for Retrieval and Discovery of Newsworthy Video in a News Verification Scenario", Proc. 25th Int. Conf. on Multimedia Modeling (MMM2019), Thessaloniki, Greece, Springer LNCS vol. 11295, pp. 143-155, Jan. 2019.PDF
9. J. Kim, S. Blasi, A.S. Dias, M. Mrak and E.Izquierdo, "FAST INTER-PREDICTION BASED ON DECISION TREES FOR AV1 ENCODING," in 2019 44th IEEE International Conference on. Conference: ICASSP, May 2019.
10. Dennis Müller, Dirk Pallmer, Ernst-Josef Behmer, Krishna Chandramouli, Victor Garrido, Dirk Mühlenberg, Wilmuth Müller, Francisco Pérez, Tomas Piatrik, Camilo Vargas, "Ontology population framework of MAGNETO for instantiating heterogeneous forensic data modalities", AIAI 2019.

2018

Journal Papers

1. Fiza Murtaza, Muhammad Haroon Yousaf, Sergio A. Velastin, Yu Qian, "End-to-End Temporal Action Detection using Bag of Discriminant Snippets (BoDS)," in IEEE Signal Processing Letters, 2018.PDF
2. Huy-Hieu Pham, Louahdi Khoudour, Alain Crouzil, Pablo Zegers, Sergio A. Velastin, "Learning to recognise 3D human action from a new skeleton-based representation using deep convolutional neural networks," in IET Computer Vision, arXiv preprint arXiv:1812.10550, 2018.
3. Huy-Hieu Pham, Louahdi Khoudour, Alain Crouzil, Pablo Zegers and Sergio A. Velastin, "Exploiting deep residual networks for human action recognition from skeletal data," in Computer Vision and Image Understanding, 2018.PDF
4. Saima Nazir, Muhammad Haroon Yousaf, Jean-Christophe Nebel, Sergio A. Velastin. "A Bag of Expression Framework for Improved Human Action Recognition," in Pattern Recognition Letters 103 pp. 39-45, 2018
5. F. Murtaza, Muhammad Harron Yousaf and Sergio A Velastin, "PMHI: Proposals From Motion History Images for Temporal Segmentation of Long Uncut Videos," IEEE Signal Processing Letters, Vol 25/2, pp. 179-183, 2018
6. Saima Nazir, Muhammad Haroon Yousaf, Jean-Christophe Nebel, Sergio A. Velastin. "Evaluating a Bag-of- Visual Features Approach using Spatio-Temporal Features for Action Recognition," in Elsevier's Computers and Electrical Engineering, 2018
7. M. O. van Deventer et al., "Media Orchestration Between Streams and Devices via New MPEG Timed Metadata," in SMPTE Motion Imaging Journal, vol. 127, no. 10, pp. 32-38, Nov.-Dec. 2018.PDF
8. Zhou, H., Sun, G., Fu, S., Jiang, W., Xie, T., & Duan, D. (2018). A Distributed LRTCO Algorithm in Large-Scale DVE Multimedia Systems. CMC-COMPUTERS MATERIALS & CONTINUA, 56(1), 73-89.PDF

Refereed Conference Papers

1. Huy-Hieu Pham, Louahdi Khoudour† , Alain Crouzil, Pablo Zegers, Sergio A. Velastin, "SKELETAL MOVEMENT TO COLOR MAP: A NOVEL REPRESENTATION FOR 3D ACTION RECOGNITION WITH INCEPTION RESIDUAL NETWORKS," in IEEE International Conference on Image Processing, ICIP-2018, October 7-10, Athens, Greece, 2018.PDF
2. Fiza Murtaza, Muhammad Haroon Yousaf, Sergio A. Velastin, "DA-VLAD: DISCRIMINATIVE ACTION VECTOR OF LOCALLY AGGREGATED DESCRIPTORS FOR ACTION RECOGNITION," in IEEE International Conference on Image Processing, ICIP-2018, October 7-10, Athens, Greece, 2018.PDF
3. Luis González, Sergio A Velastin and Gonzalo Acuña, "Silhouette-based human action recognition with a multi-class support vector machine," in 9th International Conference on Pattern Recognition Systems, ICPRS-2018, 22-24 May, Valparaíso, Chile, 2018.PDF
4. Mathieu Belloc, Sergio A Velastin, Rodrigo Fernandez, Miguel Angel Jara, "Detection of People Boarding/Alighting a Metropolitan Train using Computer Vision," in 9th International Conference on Pattern Recognition Systems, ICPRS-2018, 22-24 May, Valparaíso, Chile, 2018.PDF
5. Jorge E. Espinosa, Sergio A. Velastin, and John W. Branch, "Motorcycle detection and classification in urban Scenarios using a model based on Faster R-CNN," in , 22-24 May, Valparaíso, Chile, 2018.PDF
6. Federico Angelini, Zeyu Fu, Sergio Velastin, Jonathon Chambers, Sayed Mohsen Naqvi, "'3D-HOG EMBEDDING FRAMEWORKS FOR SINGLE AND MULTI-VIEWPOINTS ACTION RECOGNITION BASED ON HUMAN SILHOUETTES," in ICASSP, IEEE Int. Conf. on Acoustics, Speech and Signal Processing, Calgary, 15-20 April, 2018.PDF
7. Satnik A. and Izquierdo E.: Real-time Multi-view Volumetric Reconstruction of Dynamic Scenes using Kinect V2, 2018-3DTV-Conference: The True Vision-Capture Transmission and Display of 3D Video (3DTV-CON), 2018.PDF
8. F. Toutounchi and E. Izquierdo, "Enhancing Digital Zoom in Mobile Phone Cameras by Low Complexity Super-Resolution," 2018 IEEE International Conference on Multimedia & Expo Workshops (ICMEW), San Diego, CA, 2018.PDF
9. J. Kim and E.Izquierdo, "An effective strategy for early skip mode decision in HEVC," in 2018 25th IEEE International Conference on Image Processing (ICIP), Oct 2018.
10. Maria Santamaria, Ebroul Izquierdo, Saverio Blasi, Marta Mrak, "Estimation of Rate Control Parameters for Video Coding using CNN", IEEE International Conference on Visual Communications and Image Processing (VCIP), Taichung, Taiwan, 2018.PDF

2017

Journal Papers

1. Ivan Zupancic, M. Naccari, M. Mrak, Ebroul Izquierdo “Two-Pass Rate Control for Improved Quality of Experience in UHDTV Delivery”, IEEE Journal of Selected Topics in Signal Processing, 2017, Vol.11, No.1, p.167-179. PDF

Refereed Conference Papers

1. Sergio A. Velastin, Diego Gómez-Lira, "People Detection and Pose Classification inside a Moving Train using Computer Vision," in 5th International Visual Informatics Conference 2017, November 2017, Malaysia, LNCS Vol. 10645, ISBN 978-3-319-70009-0, Springer , 2017.PDF
2. Bishay, Mina, and Ioannis Patras. "Fusing multilabel deep networks for facial action unit detection." 2017 12th IEEE International Conference on Automatic Face & Gesture Recognition (FG 2017). IEEE, 2017.PDF
3. F. Toutounchi and E. Izquierdo, "An open access user generated video dataset from 2016 Edinburgh festival," 7th Latin American Conference on Networked and Electronic Media (LACNEM 2017), Valparaiso, 2017, pp. 12-15.PDF
4. F. Toutounchi, V. G. Ones and E. Izquierdo, "An efficient video super-resolution approach based on sparse representation," 2017 IEEE 19th International Workshop on Multimedia Signal Processing (MMSP), Luton, 2017.PDF
5. Satnik A., Izquierdo, E. and Orjesek R.: Multiview 3D sensing and analysis for high quality point cloud reconstruction, Proc. SPIE 10696, Tenth International Conference on Machine Vision (ICMV 2017), 106962K (13 April 2018).PDF

2016

Journal Papers

1. Shenglan Huang, Ebroul Izquierdo, Hao Pengwei “Bandwidth-efficient packet scheduling for live streaming with network coding”, IEEE Transactions on Multimedia, 2016, Vol.18, No.4, p.752--763. PDF
2. Ivan Zupancic, Ebroul Izquierdo, Saverio G. Blasi, Eduardo Peixoto “Inter-Prediction Optimizations for Video Coding Using Adaptive Coding Unit Visiting Order”, IEEE Transactions on Multimedia, 2016, Vol.18, No.9, p.1677--1690. PDF

Refereed Conference Papers

1. Vigneswaran Poobalasingam, Ebroul Izquierdo “STEADINESS ANALYSIS FOR OPTIMAL GOP SIZE SELECTION IN HEVC”, 2016 IEEE International Conference on Image Processing (ICIP), 2016, p.799--803. PDF
2. Vigneswaran Poobalasingam, Ebroul Izquierdo, Saverio G. Blasi, Marta Mrak “Optimised Selection of Structure of Pictures for Video Coding”, 2016 IEEE 18th International Workshop on Multimedia Signal Processing (MMSP), 2016, p.1--6. PDF
3. Ivan Zupancic, Ebroul Izquierdo, Saverio G. Blasi, Eduardo Peixoto “HEVC Encoder Optimisations Using Adaptive Coding Unit Visiting Order”, 2016. PDF
4. Ivan Zupancic, Ebroul Izquierdo, Matteo Naccari, Marta Mrak “Studying Rate Control Methods for UHDTV Delivery Using HEVC”, 2016.            . PDF
5. Ivan Zupancic, Ivan Zupancic, Ebroul Izquierdo, Matteo Naccari, Andrea Gabriellini, Marta Mrak “HEVC Coding Optimisation for Ultra High Definition Television Services”, 2016. PDF
6. Saverio G. Blasi, Ivan Zupancic, Ebroul Izquierdo, Eduardo Peixoto “Adaptive Precision Motion Estimation for HEVC Coding”, 2016.     PDF
7. Saverio G. Blasi, Ivan Zupancic, Ebroul Izquierdo, Eduardo Peixoto “Fast HEVC Coding using Reverse CU Visiting”, 2016. PDF
8. Shenglan Huang, Ebroul Izquierdo, Hao Pengwei “Adaptive packet scheduling for scalable video streaming with network coding”, 2016, p.1--6. PDF
9. Faranak Sobhani, Izquierdo Ebroul, Qianni Xhang, Krishna Xhandramouli &ldquoFORMAL REPRESENTATIONOF EVENTS IN A SURVEILLANCE DOMAIN ONTOLOGY”, IEEE International Conference on Image Processing (ICIP), 2016, p.913--917. PDF
10. Salehe Erfanian Ebadi, Ebroul Izquierdo “Dynamic Tree Structured Sparse RPCA via Column Subset Selection for Background Modeling and Foreground Detection”, 2016 International Conference on Image Processing, p.5. PDF
11. Salehe Erfanian Ebadi, Ebroul Izquierdo “Foreground Segmentation via Dynamic Tree-Structured Sparse RPCA”, 2016 European Conference on Computer Vision2016, p.16. PDF

2015

Journal Papers

1. Salehe Erfanian Ebadi, Valia Guerra, Ebroul Izquierdo “Approximated Robust Principal Component Analysis for Improved General Scene Background Subtraction”, arXiv Preprint, p.13. PDF
2. Blasi, Saverio G. and Mrak, Marta and Izquierdo, Ebroul “Frequency-Domain Intra Prediction Analysis and Processing for High-Quality Video Coding” Circuits and Systems for Video Technology, IEEE Transactions on. 2015, Vol.25, No.5, p.798--811. PDF
3. Henderson, Craig and Izquierdo, Ebroul “Minimal Hough Forest training for pattern detection in Query by Example video search”. 2015, p.1--9. PDF
4. Henderson, Craig and Izquierdo, Ebroul “Reflection Invariance: an important consideration of image orientation”. 2015, p.1--7.            PDF
5. Henderson, Craig and Izquierdo, Ebroul “Robust feature matching in long-running poor quality videos” Circuits and Systems for Video Technology, IEEE Transactions on. 2015, Vol.PP, No.99, p.1--14. PDF
6. Kordelas, Georgios A. and Alexiadis, Dimitrios S. and Daras, Petros and Izquierdo, Ebroul “Enhanced disparity estimation in stereo images” Image and Vision Computing. 2015, Vol.35, No.0, p.31--49. PDF
7. Markatopoulou, Foteini and Mezaris, Vasileios and Pittaras, Nikiforos and Patras, Ioannis “Local Features and a Two-layer Stacking Architecture for Semantic Concept Detection in Video” Emerging Topics in Computing, IEEE Transactions on. 2015, Vol.3, No.2, p.193--204. PDF
8. Sariyanidi, Evangelos and Gunes, Hatice and Cavallaro, Andrea “Automatic Analysis of Facial Affect: A Survey of Registration, Representation, and Recognition” Pattern Analysis and Machine Intelligence, IEEE Transactions on. 2015, Vol.37, No.6, p.1113--1133. PDF
9. Yang, Heng and Zou, Changqing and Patras, Ioannis “Cascade of forests for face alignment” Computer Vision, IET. 2015, Vol.9, No.3, p.321--330. PDF
10. Yang, Heng and Patras, Ioannis “Fine-Tuning Regression Forests Votes for Object Alignment in the Wild” Image Processing, IEEE Transactions on. 2015, Vol.24, No.2, p.619--631. PDF
11. Yang, Heng and Jia, Xuhui and Patras, Ioannis and Chan, Kwok-Ping “Random Subspace Supervised Descent Method for Regression Problems in Computer Vision” Signal Processing Letters, IEEE. 2015, Vol.22, No.10, p.1816--1820. PDF
12. Yang, Heng and He, Xuming and Jia, Xuhui and Patras, Ioannis “Robust Face Alignment Under Occlusion via Regional Predictive Power Estimation” Image Processing, IEEE Transactions on. 2015, Vol.24, No.8, p.2393--2403. PDF
13. Yang, Heng and Patras, Ioannis “Privileged Information-based Conditional Structured Output Regression Forest for Facial Point Detection” Circuits and Systems for Video Technology, IEEE Transactions on. 2015, Vol.25, No.9, p.1507--1520. PDF

Refereed Conference Papers

1. A. Vora and K. Chandramouli, "Improved motion compensation temporal filtering (MCTF) for Scalable Video coding (H.264/SVC) standards," 2015 2nd International Conference on Electronics and Communication Systems (ICECS), Coimbatore, 2015, pp. 602-606.PDF
2. Shenglan Huang, Ebroul Izquierdo, Hao Pengwei “Optimized packet scheduling for live streaming on peer-to-peer network with network coding”, 2015, p.2164--7038. PDF
3. Faranak Sobhani, Nur Farhan Kahar, Qianni Xhang “An ontology framework for automated visual surveillance system”, Content-Based Multimedia Indexing (CBMI), 2015, p.1949--3991. PDF
4. Faranak Sobhani, Izquierdo Ebroul,Saverio Blasi,Faranak Sobhani “On the impurity of street-scene video footage”, 6th International Conference on Imaging for Crime Prevention and Detection (ICDP-15), 2015. PDF
5. Ivan Zupancic, Saverio G. Blasi, Ebroul Izquierdo “Inter-prediction optimisations for fast HEVC encoding of ultra high definition content". PDF
6. Salehe Erfanian Ebadi, Valia Guerra, Ebroul Izquierdo “Efficient Background Subtraction with Low-rank and Sparse Matrix Decomposition”, 2015 International Conference on Image Processing, p.5. PDF
7. Salehe Erfanian Ebadi, Ebroul Izquierdo “Approximated RPCA for Fast and Efficient Recovery of Corrupted and Linearly Correlated Images and Video Frames”, Systems, Signals and Image Processing (IWSSIP), 2015 International Conference on.. PDF
8. Shenglan Huang, Ebroul Izquierdo, Hao Pengwei “Distributed bandwidth-efficient packet scheduling for live streaming with network coding”, 2015, p.1035--1038. PDF
9. Blasi, Saverio G. and Zupancic, Ivan and Izquierdo, Ebroul and Peixoto, Eduardo “Adaptive Precision Motion Estimation for HEVC Coding” Proceedings of the 2015 Picture Coding Symposium (PCS). 2015, p.144--148. PDF
10. Blasi, Saverio G. and Macchiavello, B. and Hung, E. M. and Zupancic, Ivan and Izquierdo, Ebroul “Context adaptive mode sorting for fast HEVC mode decision” Image Processing (ICIP), 2015 20th IEEE International Conference on. 2015, p.. PDF
11. Blasi, Saverio G. and Zupancic, Ivan and Izquierdo, Ebroul and Peixoto, Eduardo “Fast HEVC Coding using Reverse CU Visiting” Proceedings of the 2015 Picture Coding Symposium (PCS). 2015, p.50--54. PDF
12. Bozas, Konstantinos and Izquierdo, Ebroul “Horizontal Flip-Invariant Sketch Recognition via Local Patch Hashing” Acoustics Speech and Signal Processing (ICASSP 2015), Proceedings of the 2015 IEEE International Conference on. 2015, p.1146--1150. PDF
13. Henderson, Craig and Izquierdo, Ebroul “Robust Feature Matching in the Wild” Proceeding of the 2015 Science and Information Conference (SAI). 2015, No.427, p.628--637. PDF
14. Kalpakis, George and Tsikrika, Theodora and Markatopoulou, Foteini and Pittaras, Nikiforos and Vrochidis, Stefanos and Mezaris, Vasileios and Patras, Ioannis and Kompatsiaris, Ioannis “Concept Detection on Multimedia Web Resources about Home Made Explosives” Proceedings of the International Workshop on Multimedia Forensics and Security (MFSec 2015). 2015, p.. PDF
15. Markatopoulou, Foteini and Mezaris, Vasileios and Patras, Ioannis “Cascade of classifiers based on Binary, Non-binary and Deep Convolutional Network descriptors for video concept detection” Image Processing (ICIP), 2015 IEEE International Conference on. 2015. PDF
16. Markatopoulou, Foteini and Pittaras, Nikiforos and Papadopoulou, Olga and Mezaris, Vasileios and Patras, Ioannis “A study on the use of a binary local descriptor and color extensions of local descriptors for video concept detection” MultiMedia Modeling. Proceedings of the 21st International Conference (MMM 2015). Part I. 2015, Vol.8935, p.282--293. PDF
17. Naccari, Matteo and Gabriellini, Andrea and Mrak, Marta and Blasi, Saverio G. and Zupancic, Ivan and Izquierdo, Ebroul “HEVC Coding Optimisation for Ultra High Definition Television Services” Proceedings of the 2015 Picture Coding Symposium (PCS). 2015, p.20--24. PDF
18. Palasek, Petar and Yang, Heng and Xu, Zongyi and Hajimirza, Navid and Izquierdo, Ebroul and Patras, Ioannis “A Flexible Calibration Method of Multiple Kinects for 3D Human Reconstruction” 2015 IEEE International Conference on Multimedia and Expo (ICME 2015). 2015, p.1--4. PDF
19. Rivera, Fiona M. and Fuijk, Fons and Izquierdo, Ebroul “Navigation in REVERIE's virtual environments” Proceedings of the 2015 IEEE Virtual Reality Conference (VR 2015). 2015, p.273--274. PDF
20. Zupancic, Ivan and Blasi, Saverio G. and Izquierdo, Ebroul “Inter-Prediction Optimisations for Fast HEVC Encoding of Ultra High Definition Content” Proceedings of the 22nd International Workshop on Systems, Signals and Image Processing (IWSSIP 2015). 2015, p.. PDF
21. Huang, Shenglan and Izquierdo, Ebroul and Hao, Pengwei “Optimized Packet Scheduling for Live Streaming on Peer-to-Peer Network with Network Coding” Communications (ICC), 2014 IEEE International Conference on. 2015, p.. PDF
22. Yang, Heng and Patras, Ioannis “Mirror, Mirror on the Wall, Tell Me, Is the Error Small?” The Conference on Computer Vision and Pattern Recognition (CVPR 2015). 2015, p.4685--4693. PDF
23. Zupancic, Ivan and Blasi, Saverio G. and Izquierdo, Ebroul “Multiple Early Termination for Fast HEVC Coding of UHD Content” Acoustics, Speech and Signal Processing (ICASSP 2015), Proceedings of the 2015 IEEE International Conference on. 2015, p.1419--1423.   PDF
24. Sariyanidi, Evangelos and Gunes, Hatice and Cavallaro, Andrea “Probabilistic Subpixel Temporal Registration for Facial Expression Analysis” Computer Vision (ACCV 2014). 2015, Vol.4, p.320--335. PDF

Selected Technical Reports

1. Henderson, Craig and Izquierdo, Ebroul “Look this way” 2015 Research Showcase. 2015. PDF
2. Huang, Shenglan and Izquierdo, Ebroul and Hao, Pengwei “Optimized Live Streaming on P2P Network with Network Coding”. 2015.  PDF
3. Pantoja, Cesar “Knowledge Discovery and Representation for Large Scale Exploitation of Forensic Data” 2015 Research Showcase. 2015. PDF

Books and Chapters in Books

1. Galanopoulos D., Dojchinovski M., Chandramouli K., Kliegr T., Mezaris V. (2015) Multimodal Fusion: Combining Visual and Textual Cues for Concept Detection in Video. In: Baughman A., Gao J., Pan JY., Petrushin V. (eds) Multimedia Data Mining and Analytics. Springer, Cham.PDF

2014

Journal Papers

1. Blasi, Saverio G. and Mrak, Marta and Izquierdo, Ebroul “Frequency Domain Intra-Prediction Analysis and Processing for High Quality Video Coding” Circuits and Systems for Video Technology, IEEE Transactions on. 2014, Vol.25, No.5, p.798--811. PDF
2. Mekuria, Rufael and Sanna, Michele and Izquierdo, Ebroul and Bulterman, Dick C. and Cesar, Pablo “Enabling Geometry-Based 3-D Tele-Immersion With Fast Mesh Compression and Linear Rateless Coding” Multimedia, IEEE Transactions on. 2014, Vol.16, No.7, p.1809--1820. PDF
3. Yang, Heng and Changqing Zou and Patras, Ioannis “Face Sketch Landmarks Localization in the Wild” Signal Processing Letters, IEEE. 2014, Vol.21, No.11, p.1321--1325. PDF

Refereed Conference Papers

1. Celiktutan, O. and Gunes, H. “Continuous prediction of perceived traits and social dimensions in space and time” Image Processing (ICIP), 2014 IEEE International Conference on. 2014, p.4196-4200. PDF
2. Atta Badii and Touradj Ebrahimi and Christian Fedorczak and Pavel Korshunov and Tomas Piatrik and Volker Eiselein and Ahmed A. Al-Obaidi “Overview of the MediaEval 2014 Visual Privacy Task” Working Notes Proceedings of the MediaEval 2014 Workshop. 2014, Vol.1263, p.1--2PDF
3. Blasi, Saverio G. and Mrak, Marta and Izquierdo, Ebroul “Masking of transformed intra-predicted blocks for high quality image and video coding” Image Processing (ICIP), 2014 IEEE International Conference on. 2014, p.3160--3164. PDF
4. Blasi, Saverio G. and Zupancic, Ivan and Izquierdo, Ebroul “Fast motion estimation discarding low-impact fractional blocks” Signal Processing Conference (EUSIPCO), 2014 Proceedings of the 22nd European. 2014, p.201--205. PDF
5. Brenner, Markus and Izquierdo, Ebroul “Joint People Recognition across Photo Collections Using Sparse Markov Random Fields” MultiMedia Modeling. 20th Anniversary International Conference (MMM 2014), Dublin, Ireland, 6-10 January 2014. Proceedings, Part I.. 2014, Vol.8325, p.340--352. PDF
6. Brenner, Markus and Mirza, Navid and Izquierdo, Ebroul “People Recognition using Gamified Ambiguous Feedback” Proceedings of the First International Workshop on Gamification for Information Retrieval. 2014, p.22--26. PDF
7. Brenner, Markus and Avraham, Tamar and Lindenbaum, Michael and Izquierdo, Ebroul “Temporal Face Embedding and Propagation in Photo Collections” Image Processing (ICIP), 2014 IEEE International Conference on. 2014, p.6036--6040. PDF
8. Celiktutan, Oya and Eyben, Florian and Sariyanidi, Evangelos and Gunes, Hatice and Schuller, Björn “MAPTRAITS 2014: The First Audio/Visual Mapping Personality Traits Challenge” Proceedings of the 2014 Workshop on Mapping Personality Traits Challenge and Workshop. 2014, p.3--9. PDF
9. Celiktutan, Oya and Eyben, Florian and Sariyanidi, Evangelos and Gunes, Hatice and Schuller, Björn “MAPTRAITS 2014: The First Audio/Visual Mapping Personality Traits Challenge” Proceedings of the 2014 Workshop on Mapping Personality Traits Challenge and Workshop (MAPTRAITS@ICMI 2014). 2014, p.3--9. PDF
10. Gkalelis, Nikolas and Markatopoulou, Foteini and Moumtzidou, Anastasia and Galanopoulos, Damianos and Avgerinakis, Konstantinos and Pittaras, Nikiforos and Vrochidis, Stefanos and Mezaris, Vasileios and Kompatsiaris, Ioannis and Patras, Ioannis “ITI-CERTH participation to TRECVID 2014” TRECVID 2014 workshop participants notebook papers. 2014, p.1--14. PDF
11. Henderson, Craig and Izquierdo, Ebroul “Large-scale forensic analysis of security images and videos” Proceedings of the BMVC 6th UK Doctoral Consortium Workshop. 2014, p.1--11. PDF
12. Huang, Shenglan and Sanna, Michele and Izquierdo, Ebroul and Hao, Pengwei “Optimized scalable video transmission over P2P network with hierarchical network coding” Image Processing (ICIP), 2014 IEEE International Conference on. 2014, p.3993--3997.              PDF
13. Jia, Xuhui and Yang, Heng and Chan, Kwok-Ping and Patras, Ioannis “Structured Semi-supervised Forest for Facial Landmarks Localization with Face Mask Reasoning” Proceedings of the British Machine Vision Conference 2014 (BMVC). 2014. PDF
14. Kordelas, Georgios and Daras, Petros and Klavdianos, Patrycia and Izquierdo, Ebroul and Zhang, Qianni and others “Accurate stereo 3D point cloud generation suitable for multi-view stereo reconstruction” Visual Communications and Image Processing Conference, 2014 IEEE. 2014, p.307--310. PDF
15. Moumtzidou, Anastasia and Avgerinakis, Konstantinos and Apostolidis, Evlampios and Markatopoulou, Fotini and Apostolidis, Konstantinos and Mironidis, Theodoros and Vrochidis, Stefanos and Mezaris, Vasileios and Kompatsiaris, Ioannis and Patras, Ioannis “VERGE: A Multimodal Interactive Video Search Engine” MultiMedia Modeling. Proceedings of the 20th Anniversary International Conference (MMM 2014). Part II.. 2014, Vol.8326, p.411--414. PDF
16. O'Connor, Noel E. and Alexiadis, Dimitrios S. and Apostolakis, Konstantinos C. and Daras, Petros and Izquierdo, Ebroul and Li, Y. and Monaghan, David S. and Rivera, Fiona and Stevens, C. and van Broeck, Sigurd and Wall, Julie and Wei, Haolin “Tools for User Interaction in Immersive Environments” MultiMedia Modeling. 20th Anniversary International Conference (MMM 2014), Dublin, Ireland, 6-10 January 2014. Proceedings, Part I.. 2014, Vol.8326, p.382--385. PDF
17. O'Connor, Noel E. and Alexiadis, Dimitrios S. and Apostolakis, Konstantinos C. and Daras, Petros and Izquierdo, Ebroul and Li, Y. and Monaghan, David S. and Rivera, Fiona and Stevens, C. and van Broeck, Sigurd and Wall, Julie and Wei, Haolin “Tools for User Interaction in Immersive Environments” MultiMedia Modeling. 20th Anniversary International Conference (MMM 2014). Dublin, Ireland, 6-10 January 2014. Proceedings, Part I.. 2014, Vol.8326, p.382--385. PDF
18. Pantoja, Cesar and Izquierdo, Ebroul “MediaEval 2014 Visual Privacy Task: De-identification and Re-identification of Subjects in CCTV” Working Notes Proceedings of the MediaEval 2014 Workshop. 2014, Vol.1263, p.1--2. PDF
19. Peixoto, Eduardo and Macchiavello, Bruno and de Queiroz, Ricardo L. and Hung, Edson Mintsu “Fast H.264/AVC to HEVC transcoding based on Machine Learning” Proceedings of the 2014 International Telecommunications Symposium (ITS 2014). 2014, p.1--4. PDF
20. Peixoto, Eduardo and Zgaljic, Toni and Izquierdo, Ebroul “Transcoding from H.264/AVC to a Wavelet-based Scalable Video Codec” Image Processing (ICIP 2014), Proceedings of the 2014 International Conference on. 2014, p.2532--2536. PDF
21. Wall, Julie and Izquierdo, Ebroul and Argyriou, Lemonia and Monaghan, David S. and O'Connor, Noel E and Poulakos, Steven and Smolic, Aljoscha and Mekuria, Rufael “REVERIE: Natural human interaction in virtual immersive environments” Image Processing (ICIP), Proceedings of the 2014 IEEE International Conference on. 2014, p.2022--2024. PDF
22. Wall, Julie and Izquierdo, Ebroul and Argyriou, Lemonia and Monaghan, David S. and O'Connor, Noel E and Poulakos, Steven and Smolic, Aljoscha and Mekuria, Rufael “REVERIE: Natural human interaction in virtual immersive environments” Image Processing (ICIP), Proceedings of the 2014 IEEE International Conference on. 2014, p.2022--2024. PDF
23. Zou, Changqing and Yang, Heng and Liu, Jianzhuang “Separation of Line Drawings Based on Split Faces for 3D Object Reconstruction” Computer Vision and Pattern Recognition (CVPR), 2014 IEEE Conference on. 2014, p.692--699. PDF

Books and Chapters in Books

1. Fusion in Computer Vision. 2014. PDF
2. Roy, Kenny and Rivera, Fiona “Sams Teach Yourself Maya in 24 Hours”. 2014, p.512. PDF

1. Fernandez Arguedas, Virginia and Zhang, Qianni and Izquierdo, Ebroul “Multimodal Fusion in Surveillance Applications” Fusion in Computer Vision. 2014, p.161--184. PDF

2013

Journal Papers

1. Blasi, Saverio G. and Peixoto, Eduardo and Izquierdo, Ebroul “Enhanced Inter-Prediction via Shifting Transformation in the H.264/AVC” Circuits and Systems for Video Technology, IEEE Transactions on. 2013, Vol.23, No.4, p.735--740. PDF
2. Essid, Slim and Lin, Xinyu and Gowing, Marc and Kordelas, Georgios and Aksay, Anil and Kelly, Philip and Fillon, Thomas and Zhang, Qianni and Dielmann, Alfred and Kitanovski, Vlado and Tournemenne, Robin and Masurelle, Aymeric and Izquierdo, Ebroul and O'Connor, Noel E. and Daras, Petros and Richard, Gaël “A multi-modal dance corpus for research into interaction between humans in virtual environments” Journal on Multimodal User Interfaces. 2013, Vol.7, No.1-2, p.157--170. PDF
3. Koelstra, Sander and Patras, Ioannis “Fusion of facial expressions and EEG for implicit affective tagging” Image Vision Computing. 2013, Vol.31, No.2, p.164--174. PDF
4. Sanna, Michele and Izquierdo, Ebroul “Live Scalable Video Streaming on Peer-to-Peer Overlays with Network Coding” Latin America Transactions, IEEE (Revista IEEE America Latina). 2013, Vol.11, No.3, p.962--968. PDF
5. Shanableh, Tamer and Peixoto, Eduardo and Izquierdo, Ebroul “MPEG-2 to HEVC video transcoding with content-based modeling” Circuits and Systems for Video Technology, IEEE Transactions on. 2013, Vol.23, No.7, p.1191--1196. PDF
6. Vaiapury, Karthikeyan and Aksay, Anil and Lin, Xinyu and Izquierdo, Ebroul and Papadopoulos, Christopher “A new cost effective 3D measurement audit and model comparison system for verification tasks” Multidimensional Systems and Signal Processing. 2013, Vol.24, No.2, p.331--377. PDF
7. Wall, Julie and Glackin, Cornelius “Spiking Neural Network Connectivity and its Potential for Temporal Sensory Processing and Variable Binding” Frontiers in Computational Neuroscience. 2013, Vol.7, number = 182, p.1--2. PDF
8. Zhang, Qianni and Izquierdo, Ebroul “Multifeature Analysis and Semantic Context Learning for Image Classification” ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM). 2013, Vol.9, No.2, p.12:1--12:20. PDF

Refereed Conference Papers

1. Badii, Atta and Einig, Mathieu and Piatrik, Tomas “Overview of the MediaEval 2013 Visual Privacy Task” Proceedings of the MediaEval 2013 Multimedia Benchmark Workshop. 2013, Vol.1043. PDF
2. Blasi, Saverio G. and Peixoto, Eduardo and Izquierdo, Ebroul “Enhanced inter-prediction using Merge Prediction Transformation in the HEVC codec” Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on. 2013, p.1709--1713. PDF
3. Blasi, Saverio G. and Peixoto, Eduardo and Izquierdo, Ebroul “Mode decision with enhanced inter-prediction in HEVC” Proceedings of the 20th IEEE International Conference on Image Processing (ICIP 2013). 2013, p.1962--1966. PDF
4. Bozas, Konstantinos and Izquierdo, Ebroul “Discriminant Pairwise Local Embeddings” Multimedia and Expo Workshops (ICMEW), 2013 IEEE International Conference on. 2013, p.1--4. PDF
5. Brenner, Markus and Izquierdo, Ebroul “Event-driven retrieval in collaborative photo collections” Image Analysis for Multimedia Interactive Services (WIAMIS 2013), 14th International Workshop on. 2013, p.1--4. PDF
6. Brenner, Markus and Izquierdo, Ebroul “Gender-aided people recognition in photo collections” 2013 IEEE International Workshop on Multimedia Signal Processing (MMSP 2013). Pula (Sardinia), Italy, 30 September 30 - 2 October, 2013.. 2013, p.35--39. PDF
7. Brenner, Markus and Izquierdo, Ebroul “MediaEval 2013: Social Event Detection, Retrieval and Classification in Collaborative Photo Collections” Proceedings of the MediaEval 2013 Multimedia Benchmark Workshop. 2013, Vol.1043, p.1--2. PDF
8. Brenner, Markus and Izquierdo, Ebroul “Mining People's Appearances to Improve Recognition in Photo Collections” Advances in Multimedia Modeling (MMM 2013), 19th International Conference. Huangshan, China, January 7-9, 2013. Proceedings.. 2013, Vol.7732, p.185--195. PDF
9. Brenner, Markus and Izquierdo, Ebroul “People Recognition in Ambiguously Labeled Photo Collections” Multimedia and Expo (ICME), Proceedings of the 2013 IEEE International Conference on. 2013, p.1--6. PDF
10. Brenner, Markus and Izquierdo, Ebroul “Recognizing People by Face and Body in Photo Collections” Proceedings of the 10th IEEE International Conference and Workshops on Automatic Face and Gesture Recognition (FG 2013). 2013, p.1--7. PDF
11. Chandramouli, Krishna and Fernandez Arguedas, Virginia and Izquierdo, Ebroul “Knowledge Modeling for Privacy-by-Design in Smart Surveillance Solution” Advanced Video and Signal Based Surveillance (AVSS 2013), 10th IEEE International Conference on. 2013, p.171--176. PDF
12. Philipp Fechteler and Anna Hilsmann and Peter Eisert and Sigurd Van Broeck and C. Stevens and Julie Wall and Michele Sanna and Davide A. Mauro and Fons Kuijk and Rufael Mekuria and Pablo César and David S. Monaghan and Noel E. O'Connor and Petros Daras and Dimitrios S. Alexiadis and Theodore B. Zahariadis “A Framework for Realistic 3D Tele-Immersion” Proceedings of the 6th International Conference on Computer Vision / Computer Graphics Collaboration Techniques and Applications. 2013, p.12:1--12:8
13. Fernandez Arguedas, Virginia and Izquierdo, Ebroul and Chandramouli, Krishna “Surveillance Ontology for Legal, Ethical and Privacy Protection based on SKOS” Digital Signal Processing (DSP 2013), 18th International Conference on. 2013, p.1--5. PDF
14. Klavdianos, Patrycia and Zhang, Qianni and Izquierdo, Ebroul “A concise survey for 3D reconstruction of building façades” Image Analysis for Multimedia Interactive Services (WIAMIS 2013), 14th International Workshop on. 2013, p.1--4. PDF
15. Klavdianos, Patrycia and Mansouri, Alamin and Meriaudeau, Fabrice “Gestalt-inspired features extraction for object category recognition” Proceedings of the 20th IEEE International Conference on Image Processing (ICIP 2013). 2013, p.4330--4334. PDF
16. Kuijk, Fons and Van Broeck, Sigurd and Dareau, Claude and Ravenet, Brian and Ochs, Magalie and Apostolakis, Konstantinos and Daras, Petros and Monaghan, David and O'Connor, Noel E and Wall, Julie and and Izquierdo, Ebroul “A Framework for Human-like Behavior in an Immersive Virtual World” Digital Signal Processing (DSP), 2013 18th International Conference on. 2013, p.1--7. PDF
17. Kuijk, Fons and Van Broeck, Sigurd and Dareau, Claude and Ravenet, Brian and Ochs, Magalie and Apostolakis, Konstantinos and Daras, Petros and Monaghan, David and O'Connor, Noel E and Wall, Julie and and Izquierdo, Ebroul “A Framework for Human-like Behavior in an Immersive Virtual World” Digital Signal Processing (DSP), 2013 18th International Conference on. 2013, p.1--7. PDF
18. “Proceedings of the MediaEval 2013 Multimedia Benchmark Workshop”. 2013, Vol.1043. PDF
19. Liu, Yixian and Lin, Xinyu and Zhang, Qianni and Izquierdo, Ebroul “Improved indoor scene geometry recognition from single image based on depth map” Proceedings of the 11th IEEE IVMSP Workshop (IVMSP 2013). 2013, No.29, p.1--4. PDF
20. Maffon, H.P. and Brasil, L.M. and Melo, J.S. and Klavdianos, P.B.L. and Curilem, G.M.J.S. and Lamas, J.M. “Modeling the Architecture of an Intelligent Tutoring System Applied to Breast Cancer” 2013 Pan American Health Care Exchanges (PAHCE 2013). 2013, No.267, p.1--6. PDF
21. Markatopoulou, Foteini and Moumtzidou, Anastasia and Tzelepis, Christos and Avgerinakis, Kostas and Gkalelis, Nikolaos and Vrochidis, Stefanos and Mezaris, Vasileios and Kompatsiaris, Ioannis “ITI-CERTH participation to TRECVID 2013” TRECVID 2013 workshop participants notebook papers. 2013PDF
22. Markatopoulou, Foteini and Moumtzidou, Anastasia and Tzelepis, Christos and Avgerinakis, Kostas and Gkalelis, Nikolaos and Vrochidis, Stefanos and Mezaris, Vasileios and Kompatsiaris, Ioannis “ITI-CERTH participation to TRECVID 2013” TRECVID 2013 workshop participants notebook papers. 2013. PDF
23. Mauro, Davide A. and O'Connor, Noel E. and Monaghan, David and Gowing, Marc and Fechteler, Philipp and Eisert, Peter and Wall, Julie and Izquierdo, Ebroul and Alexiadis, Dimitrios S. and Daras, Petros and Mekuria, Rufael and Cesar, Pablo “Advancements and challenges towards a collaborative framework for 3D tele-immersive social networking” 4th IEEE International Workshop on Hot Topics in 3D (Hot3D). 2013, p.1--2. PDF
24. Naccari, Matteo and Blasi, Saverio G. and Mrak, Marta and Izquierdo, Ebroul “Improving inter prediction in HEVC with residual DPCM for lossless screen content coding” Proceedings of the 2013 Picture Coding Symposium (PCS). 2013, p.361--364. PDF
25. Pantoja, Cesar and Fernandez Arguedas, Virginia and Izquierdo, Ebroul “Anonymization and De-identification of Personal Surveillance Visual Information: A Review” Proceedings of the 5th Latin-American Conference on Networked and Electronic Media (LACNEM 2013). 2013, p.1--6. PDF
26. Pantoja, Cesar and Fernandez Arguedas, Virginia and Izquierdo, Ebroul “MediaEval 2013 Visual Privacy Task: Pixel Based Anonymisation Technique” Proceedings of the MediaEval 2013 Multimedia Benchmark Workshop. 2013, Vol.1043, p.1--2. PDF
27. Pantoja, Cesar and Fernandez Arguedas, Virginia and Izquierdo, Ebroul “MediaEval 2013 Visual Privacy Task: Pixel Based Anonymisation Technique” Proceedings of the MediaEval 2013 Multimedia Benchmark Workshop. 2013, Vol.1043, p.1--2. PDF
28. Peixoto, Eduardo and Macchiavello, Bruno and Hung, Edson Mintsu and Zaghetto, Alexandre and Shanableh, Tamer and Ebroul Izquierdo “An H.264/AVC to HEVC Video Transcoder based on Mode Mapping” Proceedings of the 20th IEEE International Conference on Image Processing (ICIP 2013). 2013, p.4330--4334. PDF
29. Mekuria,Rufael and Sanna, Michele and Asioli, Stefano and Izquierdo, Ebroul and Bulterman, Dick and Cesar, Pablo “A 3D Tele-Immersion System Based on Live Captured Mesh Geometry” Proceedings of the Third Annual ACM SIGMM Conference on Multimedia Systems (MMSys 2012).. 2013, p.PP.
30. Sanna, Michele and Izquierdo, Ebroul “Proactive Prioritized Mixing of Scalable Video Packets in Push-Based Network Coding Overlays” 20th International Packet Video Workshop (PV 2013). 2013, p.1--7.
31. Sariyanidi, Evangelos and Gunes, Hatice and Gökmen, Muhittin and Cavallaro, Andrea “Local Zernike Moment Representation for Facial Affect Recognition” Proceedings of the British Machine Vision Conference (BMVC 2013). 2013, No.108, p.1--13. PDF
32. Sariyanidi, Evangelos and Sencan, Onur and Temeltas, Hakan “Loop Closure Detection Using Local Zernike Moment Patterns” Proceedings of SPIE 8662 -- Intelligent Robots and Computer Vision XXX: Algorithms and Techniques. 2013, Vol.8662, No.07, p.1--7.           PDF
33. Tralic, Dijana and Zupancic, Ivan and Grgic, Sonja and Grgic, Mislav “CoMoFoD - New Database for Copy-Move Forgery Detection” Proceedings of ELMAR-2013, 55th International Symposium (ELMAR-2013). 2013, p.49--54. PDF
34. Tzelepis, Christos and Gkalelis, Nikolaos and Mezaris, Vasileios and Kompatsiaris, Ioannis “Improving event detection using related videos and relevance degree support vector machines” Proceedings of the 21st ACM international conference on Multimedia (MM 2013). 2013, p.673--676. PDF
35. Wall, Julie and Izquierdo, Ebroul and Zhang, Qianni “Fuzzy Ensembles for Embedding Adaptive Behaviours in Semi-Autonomous Avatars in 3D Virtual Worlds” Digital Signal Processing (DSP), 2013 18th International Conference on. 2013, p.1--6. PDF
36. Wall, Julie and Izquierdo, Ebroul and Zhang, Qianni “Fuzzy Ensembles for Embedding Adaptive Behaviours in Semi-Autonomous Avatars in 3D Virtual Worlds” Digital Signal Processing (DSP), 2013 18th International Conference on. 2013, p.1--6. PDF
37. Yang, Heng and Patras, Ioannis “Face Parts Localization Using Structured-output Regression Forests” Proceedings of the 11th Asian Conference on Computer Vision -- Volume II. 2013, Vol.2, p.667--679. PDF
38. Yang, Heng and Patras, Ioannis “Privileged Information-based Conditional Regression Forest for Facial Feature Detection” Automatic Face and Gesture Recognition (FG 2013), 10th IEEE International Conference and Workshops on. 2013, p.1--6. PDF
39. Yang, Heng and Patras, Ioannis “Sieving Regression Forest Votes for Facial Feature Detection in the Wild” Proceedings of the 2013 IEEE International Conference onComputer Vision (ICCV 2013). 2013, p.1936--1943. PDF

1. Fernandez Arguedas, Virginia and Zhang, Qianni and Chandramouli, Krishna and Izquierdo, Ebroul “Vision Based Semantic Analysis of Surveillance Videos” Semantic Hyper/Multimedia Adaptation. 2013, Vol.418, p.83--125. PDF
2. Piatrik, Tomas and Zhang, Qianni and Sevillano, Xavier and Izquierdo, Ebroul “Predicting User Tags in Social Media Repositories Using Semantic Expansion and Visual Analysis” Social Media Retrieval. 2013, p.143--167. PDF
3. Zhang, Qianni and O'Connor, Noel E. and Izquierdo, Ebroul “3DLife - Bringing the Media Internet to Life” The Future Internet. 2013, Vol.7858, p.339--341. PDF

Selected Technical Reports

1. Papadopoulos, Christopher and Heckman, Jean Pierre and May, Nicholas and Zhang, Qianni and Lin, Xinyu and Izquierdo, Ebroul and Lisagors, Olegs and Trouilloud, Jean “Conversion Method and System”. 2013.
2. Rivera, Fiona “10 Tips for Starting a Second Career in Tech: What I Wish my Advisors Had Told Me” Pearson InformIT. 2013. PDF

2012

Journal Papers

1. Akram, Muhammad and Izquierdo, Ebroul “Fast motion estimation for surveillance video compression” Signal, Image and Video Processing. 2012, Vol.6, No.2, p.1--10. PDF
2. Stefano Asioli and Naeem Ramzan and Ebroul Izquierdo “A game theoretic approach to minimum-delay scalable video transmission over P2P” Signal Processing: Image Communication. 2012, Vol.27, No.5, p.513--521. PDF
3. Essid, Slim and Lin, Xinyu and Gowing, Marc and Kordelas, Georgios and Aksay, Anil and Kelly, Philip and Fillon, Thomas and Zhang, Qianni and Dielmann, Alfred and Kitanovski, Vlado and Tournemenne, Robin and Masurelle, Aymeric and Izquierdo, Ebroul and O'Connor, Noel E. and Daras, Petros and Richard, Gaël “A multi-modal dance corpus for research into interaction between humans in virtual environments” Journal on Multimodal User Interfaces. 2012, p.1--14. PDF
4. Haji Mirza, Seyed Navid and Proulx, Michael J. and Izquierdo, Ebroul “Reading Users' Minds From Their Eyes: A Method for Implicit Image Annotation” IEEE Transactions on Multimedia. 2012, Vol.14, No.3, p.805--815. PDF
5. Koelstra, Sander and Mühl, Christian and Mohammad Soleymani and Jong-Seok Lee and Ashkan Yazdani and Touradj Ebrahimi and Thierry Pun and Anton Nijholt and Ioannis Patras “DEAP: A Database for Emotion Analysis ;Using Physiological Signals” Affective Computing, IEEE Transactions on. 2012, Vol.3, No.1, p.18--31. PDF
6. Kumar, B. G. Vijay and Kotsia, Irene and Patras, Ioannis “Max-margin Non-negative Matrix Factorization” Image and Vision Computing. 2012, Vol.30, No.4-5, p.279--291. PDF
7. Dong, Le and Su, Jiang and Izquierdo, Ebroul “Scene-Oriented Hierarchical Classification of Blurry and Noisy Images” Image Processing, IEEE Transactions on. 2012, Vol.21, No.5, p.2534--2545. PDF
8. Lee, Jong-Seok and De Simone, Francesca and Ebrahimi, Touradj and Ramzan, Naeem and Izquierdo, Ebroul “Quality Assessment of Multidimensional Video Scalability” Communications Magazine, IEEE. 2012, Vol.50, No.4, p.38--46. PDF
9. Peixoto, Eduardo and Zgaljic, Toni and Izquierdo, Ebroul “Transcoding from Hybrid Nonscalable to Wavelet-Based Scalable Video Codecs” IEEE Transactions on Circuits and Systems for Video Technology. 2012, Vol.22, No.4, p.502--515. PDF
10. Ramzan, Naeem and Izquierdo, Ebroul and Park, Hyunggon and Katsaggelos, Aggelos K. and Pouwelse, Johan “Special issue on advances in 2D/3D Video Streaming Over P2P Networks” Signal Processing: Image Communication. 2012, Vol.27, No.5, p.379--382.    PDF
11. Ramzan, Naeem and Park, Hyunggon and Izquierdo, Ebroul “Video streaming over P2P networks: Challenges and opportunities” Signal Processing: Image Communication. 2012, Vol.27, p.401--411. PDF
12. Sevillano, Xavier and Piatrik, Tomas and Chandramouli, Krishna and Zhang, Qianni and Izquierdo, Ebroul “Indexing Large Online Multimedia Repositories Using Semantic Expansion and Visual Analysis” MultiMedia, IEEE. 2012, Vol.19, No.3, p.53--61. PDF
13. Wall, Julie and McDaid, Liam J. and Maguire, Liam P. and McGinnity, Thomas M. “Spiking Neural Network Model of Sound Localization Using the Interaural Intensity Difference” Neural Networks and Learning Systems, IEEE Transactions on. 2012, Vol.23, number = 4, p.574--586. PDF
14. Zhang, Qianni and Izquierdo, Ebroul “Histology Image Retrieval in Optimised Multi-Feature Spaces” Information Technology in Biomedicine, IEEE Transactions on. 2012, Vol.17, No.1, p.240--249. PDF
15. Zhang, Qianni and Izquierdo, Ebroul “Histology Image Retrieval in Optimised Multi-Feature Spaces” Information Technology in Biomedicine, IEEE Transactions on. 2012, Vol.17, No.1, p.240--249. PDF

Refereed Conference Papers

1. Asioli, Stefano and Ramzan, Naeem and Izquierdo, Ebroul “Exploiting Social Relationships for Free-riders Detection in Minimum-delay P2P Scalable Video Streaming” IEEE International Conference on Image Processing (ICIP 2012). Proceedings.. 2012, p.2257--2260. PDF
2. Asioli, Stefano and Ramzan, Naeem and Izquierdo, Ebroul “A game theoretic framework for optimal resource allocation in P2P scalable video streaming” Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on. 2012, p.2293--2296. PDF
3. Badii, Atta and Piatrik, Tomas and Einig, Mathieu and Lallah, Chattun “Overview of MediaEval 2012 Visual Privacy Task” Working Notes Proceedings of the MediaEval 2012 Workshop. 2012, Vol.927, p.1--2. PDF
4. Blasi, Saverio G. and Izquierdo, Ebroul “Residual error curvature estimation and adaptive classification for selective sub-pel precision motion estimation” Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on. 2012, p.1193--1196. PDF
5. Bozas, Konstantinos and Izquierdo, Ebroul “Large Scale Sketch Based Image Retrieval Using Patch Hashing” Advances in Visual Computing. 8th International Symposium on Visual Computing (ISVC 2012). Revised Selected Papers.. 2012, Vol.7431, p.210--219.            PDF
6. Brenner, Markus and Izquierdo, Ebroul “"QMUL @ MediaEval 2012": Social Event Detection in Collaborative Photo Collections” Proceedings of the “MediaEval” 2012 Workshop. 2012, p.1--2. PDF
7. Brenner, Markus and Izquierdo, Ebroul “Social event detection and retrieval in collaborative photo collections” Proceedings of the 2nd ACM International Conference on Multimedia Retrieval. 2012, No.21, p.1--8. PDF
8. Chandramouli, Krishna and Piatrik, Tomas and Izquierdo, Ebroul “Predicting User Tags Using Semantic Expansion” Eternal Systems, First International Workshop (EternalS 2011). 2012, Vol.255, p.88--99. PDF
9. Chandramouli, Krishna; Fernandez Arguedas, Virginia; Izquierdo, Ebroul “An Unified Knowledge Representation Framework for Surveillance Videos” Latin-American Conference on Networked and Electronic Media (LACNEM 2012). 2012, p.1--4. PDF
10. Fernandez Arguedas, Virginia and Zhang, Qianni and Izquierdo, Ebroul “Bayesian Multimodal Fusion in Forensic Applications” Computer Vision - ECCV 2012: 12th European Conference on Computer Vision, Florence, Italy, October 7-13, 2012, Proceedings. 2012, Vol.7585, p.466--475. PDF
11. Fraternali, Piero and Tagliasacchi, Marco and Martinenghi, Davide and Bozzon, Alessandro and Catallo, Ilio and Ciceri, Eleonora and Nucci, Francesco and Croce, Vincenzo and Altingovde, Ismail Sengor and Siberski, Wolf and Giunchiglia, Fausto and Nejdl, Wolfgang and Larson, Martha and Izquierdo, Ebroul and Daras, Petros and Chrons, Otto and Traphoener, Ralph and Decker, Bjoern and Lomas, John and Aichroth, Patrick and Novak, Jasminko and Sillaume, Ghislain and Figueroa Sanchez, F. and Salas-Parra, Carolina “The CUBRIK Project: Human-Enhanced Time-Aware Multimedia Search” Proceedings of the 21st international conference companion on World Wide Web (WWW 2012). 2012, p.259--262. PDF
12. Gündogdu, Erhan and Alatan, Alatan, A. Aydin “Feature detection and matching towards augmented reality applications on mobile devices” 3DTV-Conference: The True Vision - Capture, Transmission and Display of 3D Video (3DTV-CON), 2012 Proceedings of. 2012, Vol., No., p.1--4. PDF
13. Gündogdu, Erhan and Alatan, A. Aydin “Nestle: Interest point extraction via nested circles” Signal Processing and Communications Applications Conference (SIU), Proceedings of 20th. 2012, Vol., No., p.1--4. PDF
14. Kaymak, Sertan and Patras, Ioannis “Exploiting Depth and Intensity Information for Head Pose Estimation with Random Forests and Tensor Models” Computer Vision -- ACCV 2012 Workshops. 2012, Vol.7729, p.160--170. PDF
15. Kumar, B. G. Vijay and Patras, Ioannis “Learning codebook weights for action detection” Computer Vision and Pattern Recognition Workshops (CVPRW), 2012 IEEE Computer Society Conference on. 2012, p.27--32. PDF
16. Lin, Xinyu and Kitanovski, Vlado and Zhang, Qianni and Izquierdo, Ebroul “Enhanced multi-view dancing videos synchronisation” Image Analysis for Multimedia Interactive Services (WIAMIS), 2012 13th International Workshop on. 2012, p.1--4. PDF
17. Liu, Yixian and Hao, Pengwei and Izquierdo, Ebroul “Scene Geometric Recognition from Monocular Image” 6th 3DTV-Conference (3DTV-CON 2012): The True Vision - Capture, Transmission and Display of 3D Video. ETH Zurich, 15-17 October 2012.. 2012, p.1--4. PDF
18. Liu, Yixian and Hao, Pengwei and Izquierdo, Ebroul “Stage-Based 3D Scene Reconstruction from Single Image” Proceedings of the 21st International Conference on Pattern Recognition (ICPR 2010). 2012, p.1034--1037. PDF
19. Mekuria, Rufael and Sanna, Michele and Cesar, Pablo “Media Synchronization in 3D Tele-Immersion Applications: an architecture” Proceedings of the 2012 International Workshop on Media Synchronization (MediaSync 2012). 2012, p.1--6. PDF
20. Peixoto, Eduardo and Izquierdo, Ebroul “A Complexity-scalable Transcoder from H.264/AVC to the new HEVC Codec” Image Processing (ICIP 2012), Proceedings of the 19th International Conference on. 2012, p.737--740. PDF
21. Peixoto, Eduardo and Izquierdo, Ebroul “A Complexity-scalable Transcoder from H.264/AVC to the new HEVC Codec” Image Processing (ICIP 2012), Proceedings of the 19th International Conference on. 2012, p.737--740. PDF
22. Piatrik, Tomas and Fernandez Arguedas, Virginia and Izquierdo, Ebroul “The privacy challenges of in-depth video analytics.” Multimedia Signal Processing (MMSP), 2012 IEEE 14th International Workshop on. 2012, p.383--386. PDF
23. Mekuria, Rufael and Sanna, Michele and Cesar, Pablo “Media Synchronization in REVERIE (FP7 REVERIE)” Proceedings of the MediaSync 2012 Workshop. 2012, p.1--6. PDF
24. Sanna, Michele and Izquierdo, Ebroul “A Method for Detection/Deletion via Network Coding for Unequal Error Protection of Scalable Video over Error-Prone Networks” Mobile Multimedia Communications. 7th International ICST Conference (MobiMedia 2011).. 2012, Vol.79, p.105--120. PDF
25. Sariyanidi, Evangelos and Şencan, Onur and Temeltaş, Hakan “An image-to-image loop-closure detection method based on unsupervised landmark extraction” 2012 IEEE Intelligent Vehicles Symposium (IV 2012). 2012, p.420--425. PDF
26. Sariyanidi, Evangelos and Dağli, Volkan and Salih Cihan Tek and Tunç, Birkan and Gükmen, Muhittin “Local Zernike Moments: A new representation for face recognition” Image Processing (ICIP 2012), Proceedings of the 19th International Conference on. 2012, p.585--588. PDF
27. Sariyanidi, Evangelos and Tunç, Birkan and Gükmen, Muhittin “LZM in Action: Realtime Face Recognition System” Computer Vision (ECCV 2012). 2012, Vol.3, p.647--650. PDF
28. Sariyanidi, Evangelos and Dağli, Volkan and Tek, Salih Cihan and Tunç, Birkan and Muhittin Gükmen “A novel face representation using local Zernike moments” Proceedings of the 20th Signal Processing and Communications Applications Conference (SIU 2012). 2012, p.1--4. PDF
29. Sevillano, Xavier and Piatrik, Tomas and Chandramouli, Krishna and Zhang, Qianni and Izquierdo, Ebroul “Geo-tagging online videos using semantic expansion and visual analysis” Image Analysis for Multimedia Interactive Services (WIAMIS), 2012 13th International Workshop on. 2012, p.1--4. PDF
30. Yang, Heng and Zhang, Yueqiang and Liu, Xiaolin and Patras, Ioannis “Coupled 3D Tracking and Pose Optimization of Rigid Objects Using Particle Filter” Proceedings of the 21st International Conference on Pattern Recognition (ICPR 2012). 2012, p.1451--1454. PDF
31. Yang, Heng and Liu, Xiaolin and Patras, Ioannis “A Simple and Effective Extrinsic Calibration Method of a Camera and a Single Line Scanning Lidar” Proceedings of the 21st International Conference on Pattern Recognition (ICPR 2012). 2012, p.1439--1442. PDF

2011

Journal Papers

1. Ho, Charlotte Y. F. and Ling, Bingo W. K. and Blasi, Saverio G. and Chi, Zhi-Wei and Siu, Wan-Chi “Single Step Optimal Block Matched Motion Estimation with Motion Vectors Having Arbitrary Pixel Precisions” American Journal of Engineering and Applied Sciences. 2011, Vol.4, p.448--460. PDF
2. Ramzan, Naeem and Quacchio, Emanuele and Zgaljic, Toni and Asioli, Stefano and Celetto, Luca and Izquierdo, Ebroul and Rovati, Fabrizio “Peer-to-peer streaming of scalable video in future Internet applications” Communications Magazine, IEEE. 2011, Vol.49, No.3, p.128--135. PDF
3. Sanna, Michele and Izquierdo, Ebroul “A Survey of Linear Network Coding and Network Error Correction Code Constructions and Algorithms” International Journal of Digital Multimedia Broadcasting. 2011, No.857847, p.1--12. PDF
4. Vaiapury, Karthikeyan and Aksay, Anil and Lin, Xinyu and Izquierdo, Ebroul and Papadopoulos, Christopher “A Vision Based Audit Method and Tool that Compares a Systems Installation on a Production Aircraft to the Original Digital Mock-Up” SAE International Journal of Aerospace. 2011, Vol.4, No.2, p.880--892. PDF
5. Vaiapury, Karthikeyan and Aksay, Anil and Lin, Xinyu and Izquierdo, Ebroul “Model Based 3D Vision and Analysis for Production Audit Purposes” Infocommunications Journal. 2011, No., p.1--8. PDF
6. Vaiapury, Karthikeyan and Aksay, Anil and Lin, Xinyu and Izquierdo, Ebroul and Papadopoulos, Christopher “A Vision Based Audit Method and Tool that Compares a Systems Installation on a Production Aircraft to the Original Digital Mock-Up” SAE International Journal of Aerospace. 2011, Vol.4, No.2, p.880--892. PDF
7. Zhang, Qianni and Lin, Xinyu and Papadopoulos, Chris and Heckmann, Jean-Pierre and Lisagor, Oleg and Sartor, Valerie and Izquierdo, Ebroul “Semi-Automated Vision-Based Construction of Safety Models from Engineering Drawings” SAE International Journal of Aerospace. 2011, Vol.4, No.2, p.893--899. PDF

Refereed Conference Papers

1. Romero Macias, Cristina and Izquierdo, Ebroul “Image CAPTCHA based on Distorted Faces” Imaging for Crime Detection and Prevention 2011 (ICDP 2011), Proceedings of the 4th International Conference on. 2011, p.1--6. PDF
2. Fernandez Arguedas, Virginia and Zhang, Qianni and Chandramouli, Krishna and Izquierdo, Ebroul “Multi-feature fusion for surveillance video indexing” WIAMIS 2011: 12th International Workshop on Image Analysis for Multimedia Interactive Services, Delft, The Netherlands, April 13-15, 2011. 2011, p.1--4. PDF
3. Fernandez Arguedas, Virginia and Chandramouli, Krishna and Izquierdo, Ebroul “Study of Particle Swarm Optimisation as Surveillance Object Classifier” Latin-American Conference on Networked and Electronic Media (LACNEM 2011), Proceedings of. 2011, p.1--6. PDF
4. Bosilj, Petra and Palašek, Petar and Popović, Bojan and Štefić, Daria “Simulation of a Texas Hold'Em poker player” Proceedings of the 34th International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO 2011). 2011, p.1628--1633. PDF
5. Brenner, Markus and Izquierdo, Ebroul “Graph-based recognition in photo collections using social semantics” Proceedings of the ACM workshop on Social and Behavioural Networked Media Access (SBMA 2011). 2011, p.47--52. PDF
6. Brenner, Markus and Izquierdo, Ebroul “"MediaEval” Benchmark: Social Event Detection in collaborative photo collections” Proceedings of the “MediaEval” 2011 Workshop. 2011. PDF
7. Conci, Nicola and Izquierdo, Ebroul “Background estimation and update in cluttered surveillance video via the Radon transform” Visual Information Processing and Communication (SPIE 7882), Proceedings of the 2nd SPIE Conference on. 2011, Vol.7882, p.1--6.           PDF
8. Essid, Slim and Lin, Xinyu and Gowing, Marc and Kordelas, Georgios and Aksay, Anil and Kelly, Philip and Fillon, Thomas and Zhang, Qianni and Dielmann, Alfred and Kitanovski, Vlado and Tournemenne, Robin and Richard, Gaël “A multi-modal dance corpus for research into real-time interaction between humans in online virtual environments” Proceedings of the 13th International Conference on Multimodal Interfaces (ICMI 2011). 2011, p.1--14. PDF
9. Fernandez Arguedas, Virginia and Izquierdo, Ebroul “Object Classification based on Behaviour Patterns” Imaging for Crime Detection and Prevention (ICDP 2011), 4th International Conference on. 2011, p.1--6. PDF
10. Fernandez Arguedas, Virginia and Chandramouli, Krishna and Zhang, Qianni and Izquierdo, Ebroul “Optimal Combination of Low-level Features for Surveillance Object Retrieval” SIGMAP 2011 - Proceedings of the International Conference on Signal Processing and Multimedia Applications, Seville, Spain, 18-21 July, 2011, SIGMAP is part of ICETE - The International Joint Conference on e-Business and Telecommunications. 2011, p.187--192.
11. Fernandez Arguedas, Virginia and Chandramouli, Krishna and Izquierdo, Ebroul “Behaviour-Based Object Classifier for Surveillance Videos” Eternal Systems: First International Workshop, EternalS 2011, Budapest, Hungary, May 3, 2011, Revised Selected Papers. 2011, p.116--124. PDF
12. Fernandez Arguedas, Virginia and Zhang, Qianni and Chandramouli, Krishna and Izquierdo, Ebroul “Multi-feature fusion for surveillance video indexing” WIAMIS 2011: 12th International Workshop on Image Analysis for Multimedia Interactive Services, Delft, The Netherlands, April 13-15, 2011. 2011, p.1--4. PDF
13. Gowing, Marc and Kell, Philip and O'Connor, Noel E. and Concolato, Cyril and Essid, Slim and Lefeuvre, Jean and Tournemenne, Robin and Izquierdo, Ebroul and Kitanovski, Vlado and Lin, Xinyu and Zhang, Qianni “Enhanced visualisation of dance performance from automatically synchronised multimodal recordings” Proceedings of the 19th ACM international conference on Multimedia. 2011, p.667--670, numpages = 4. PDF
14. Gowing, Marc and Kell, Philip and O'Connor, Noel E. and Concolato, Cyril and Essid, Slim and Lefeuvre, Jean and Tournemenne, Robin and Izquierdo, Ebroul and Kitanovski, Vlado and Lin, Xinyu and Zhang, Qianni “Enhanced visualisation of dance performance from automatically synchronised multimodal recordings” Proceedings of the 19th ACM international conference on Multimedia. 2011, p.667--670. PDF
15. Haji Mirza, Seyed Navid and Izquierdo, Ebroul “Examining Visual Attention: a Method for Revealing Users' Interest for Images on Screen” Quality of Multimedia Experience (QoMEX 2011), Proceedings of the Third International Workshop on. 2011, p.207--212. PDF
16. Haji Mirza, Seyed Navid and Proulx, Michael and Izquierdo, Ebroul “Gaze Movement Inference for User Adapted Image Annotation and Retrieval” Proceedings of the ACM workshop on Social and Behavioural Networked Media Access (SBMA 2011). 2011, p.27--32.           PDF
17. Izquierdo, Ebroul “Social Networked Media: Advances and Trends” Proceedings of the ACM workshop on Social and Behavioural Networked Media Access (SBMA 2011). 2011, p.1--2. PDF
18. Kitanovski, Vlado and Izquierdo, Ebroul “3D Tracking of Facial Features for Augmented Reality Applications” WIAMIS 2011: 12th International Workshop on Image Analysis for Multimedia Interactive Services, Delft, The Netherlands, April 13-15, 2011. 2011, p.1--4.       PDF
19. Kitanovski, Vlado and Izquierdo, Ebroul “Augmented Reality Mirror for Virtual Facial Alterations” Image Processing (ICIP 2011), Proceedings of the 18th International Conference on. 2011, p.1093--1096. PDF
20. Klavdianos, P.B.L. and Souza, E.K.F. and Brasil, L.M. and Lamas, J.M. “Onto-mama: An ontology of the female breast anatomy applicable to a virtual learning environment” 2011 Pan American Health Care Exchanges (PAHCE 2011). 2011, p.315--315. PDF
21. Klavdianos, P.B.L. and Brasil, L.M. and Lamas, J.M. “A process for integrating RIS, PACS and Full-field Digital Mammography” 2011 Pan American Health Care Exchanges (PAHCE 2011). 2011, p.314--314. PDF
22. Palašek, Petar and Bosilj, Petra and Šegvić, Siniša “Detecting and recognizing centerlines as parabolic sections of the steerable filter response” Proceedings of the 34th International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO 2011). 2011, p.903--908. PDF
23. Peixoto, Eduardo and Zgaljic, Toni and Izquierdo, Ebroul “Application of Large Macroblocks in H.264/AVC to Wavelet-Based Scalable Video Transcoding” Proceedings of the 19th European Signal Processing Conference (EUSIPCO 2011).. 2011, p.2171--2175. PDF
24. Piatrik, Tomas and Izquierdo, Ebroul “Multi-feature fusion in image clustering using ant-inspired methods” Nature and Biologically Inspired Computing (NaBIC), Proceedings of the 2011 Third World Congress on. 2011, p.377--382. PDF
25. Sanna, Michele and Izquierdo, Ebroul “Multirate Delivery of Scalable Video with Progressive Network Codes” Proceedings of the 19th European Signal Processing Conference (EUSIPCO 2011).. 2011, p.2180--2184. PDF
26. Seneviratne, Lasantha and Izquierdo, Ebroul “A Mathematical Approach Towards Semi-Automatic Image Annotation” Proceedings of the 19th European Signal Processing Conference (EUSIPCO 2011).. 2011, p.559--563. PDF
27. Wall, Julie and McGinnity, Thomas M. and Maguire, Liam P. “A Comparison of Sound Localisation Techniques using Cross-Correlation and Spiking Neural Networks for Mobile Robotics” International Joint Conference on Neural Networks (IJCNN 2011), Proceedings of the 2011 IEEE. 2011, p.1981--1987. PDF
28. Zhang, Yueqiang and Yang, Heng and Liu, Xiaolin “A line matching method based on local and global appearance” Image and Signal Processing (CISP 2011), 4th International Congress on. 2011, Vol.5, p.1381--1385. PDF

Books and Chapters in Books

1. “Multimedia Analysis, Processing and Communications”. 2011, Vol.346, p.764. PDF

1. Dong, Le and Izquierdo, Ebroul and Ge, Shuzhi “Bio-Inspired Scheme for Classification of Visual Information” Computer Vision for Multimedia Applications: Methods and Solutions. 2011, p.238--262. PDF
2. Izquierdo, Ebroul and Vaiapury, Karthikeyan “Applications of Video Segmentation” Video Segmentation and Its Applications. 2011, p.145--157. PDF
3. Ramzan, Naeem and Izquierdo, Ebroul “Scalable and Adaptable Media Coding Techniques for Future Internet” The Future Internet: Future Internet Assembly 2011: Achievements and Technological Promises. 2011, Vol.6656, p.381--389. PDF
4. Ramzan, Naeem and Izquierdo, Ebroul “Scalable video coding and its applications” Multimedia analysis, processing and communications. 2011, Vol.346, p.547--559. PDF
5. Zhang, Qianni and Izquierdo, Ebroul “Semantic Context Inference in Multimedia Search” The Future Internet: Future Internet Assembly 2011: Achievements and Technological Promises. 2011, Vol.6656, p.391--400. PDF

Selected Technical Reports

1. Sanna,Michele and Ramzan, Naeem and Izquierdo, Ebroul “Streaming of Scalable Video in Network-Coding-capable Networks: Progressive Code Design for Multirate Streaming” Streaming Day Workshop (STDAY 2011), September 30, 2011 - Torino - Italy. 2011.        PDF
2. Wall, Julie and McGinnity, Thomas M. and Maguire, Liam P. “Using the interaural time difference and cross-correlation to localise short-term complex noises” Artificial Intelligence and Cognitive Science (AICS). 2011, p.375. PDF

Thesis and Monographs

1. Akram, Muhammad “Surveillance Centric Coding”. 2011, p.1--145. PDF

2010

Journal Papers

1. Borges, Paulo Vinicius Koerich and Izquierdo, Ebroul “A Probabilistic Approach for Vision-Based Fire Detection in Videos” Circuits and Systems for Video Technology, IEEE Transactions on. 2010, Vol.20, No.5, p.721--731. PDF
2. Caicedo, Juan C. and Izquierdo, Ebroul “Combining Low-level Features for Improved Classification and Retrieval of Histology Images” Transactios on Mass-Data Analysis of Images and Signals. 2010, Vol.2, No.1, p.68--82. PDF
3. Glackin, Brendan and Wall, Julie and McGinnity, Thomas M. and Maguire, Liam P. and McDaid, Liam J. “A spiking neural network model of the medial superior olive using spike timing dependent plasticity for sound localization” Frontiers in Computational Neuroscience. 2010, Vol.4, No.18, p.1--16. PDF
4. Grzegorzek, Marcin and Sav, Sorin and Izquierdo, Ebroul and O'Connor, Noel E. “Local wavelet features for statistical object classification and localisation” MultiMedia, IEEE. 2010, Vol.17, No.1, p.56--66. PDF
5. Grzegorzek, Marcin and Sorin Sav and O'Connor, Noel E. and Izquierdo, Ebroul “Local Wavelet Features for Statistical Object Classification and Localization” IEEE MultiMedia. 2010, Vol.17, No.1, p.56--66. PDF
6. Grzegorzek, Marcin “A system for 3D texture-based probabilistic object recognition and its applications” Pattern Analysis and Applications. 2010, Vol.13, p.333--348. PDF
7. Grzegorzek, Marcin and Sav, Sorin and Izquierdo, Ebroul and O'Connor, Noel E. “Local Wavelet Features for Statistical Object Classification and Localization” MultiMedia, IEEE. 2010, Vol.17, No.1, p.56--66. PDF
8. Izquierdo, Ebroul and Ho, Anthony T. S. and Kim, Hyoung Joong and Zhang, Qianni “Special issue on Visual Information Engineering: Guest Editorial” Journal of Multimedia. 2010, Vol.5, No.2, p.93--94. PDF
9. Izquierdo, Ebroul and Ho, Anthony T. S. and Kim, Hyoung Joong and Zhang, Qianni “Special issue on Visual Information Engineering: Guest Editorial” Journal of Multimedia. 2010, Vol.5, No.2, p.93--94. PDF
10. Janjusevic, Tijana and Benini, Sergio and Izquierdo, Ebroul and Leonardi, Riccardo “Random Assisted Browsing of Rushes Archives” Journal of Multimedia. 2010, Vol.5, No.2, p.142--150. PDF
11. Koelstra, Sander and Pantic, Maja and Patras, Ioannis “A Dynamic Texture-Based Approach to Recognition of Facial Actions and Their Temporal Models” Pattern Analysis and Machine Intelligence, IEEE Transactions on. 2010, Vol.32, No.11, p.1940--1954. PDF
12. Kumar, B. G. Vijay and Aravind, Rangarajan “Computationally efficient algorithm for face super-resolution using (2D)$^2$-PCA based prior” Image Processing, IET. 2010, Vol.4, No.2, p.61--69. PDF
13. Peixoto, Eduardo and de Queiroz, Ricardo L. and Mukherjee, Debargha “A “Wyner-Ziv” Video Transcoder” IEEE Transactions on Circuits and Systems for Video Technology. 2010, Vol.20, No.2, p.189--200. PDF
14. Schreer, Oliver and Feldmann, Ingo and Alonso Mediavilla, Isabel and Concejero, Pedro and Sadka, Abdul H. and Swash, Mohammad Rafiq and Benini, Sergio and Leonardi, Riccardo and Janjusevic, Tijana and Izquierdo, Ebroul “RUSHES -- an annotation and retrieval engine for multimedia semantic units” Multimedia Tools and Applications. 2010, Vol.48, p.23--49. PDF
15. Tsomko, Elena and Kim, Hyoung-Joong and Izquierdo, Ebroul “Linear Gaussian blur evolution for detection of blurry images” Image Processing, IET. 2010, Vol.4, No.4, p.302--312. PDF
16. Zeljkovic, Vesna and Tameze, Claude and Vincelette, Robert and Izquierdo, Ebroul “Different non-linear diffusion filters combined with triangle method used for noise removal from polygonal shapes” Image Processing, IET. 2010, Vol.4, No.4, p.313--333. PDF

Refereed Conference Papers

1. Akram, Muhammad and Izquierdo, Ebroul “Fast Multiframe Motion Estimation for Surveillance Videos” Image Processing (ICIP 2010), Proceedings of the 17th International Conference on. 2010, p.753--756. PDF
2. Akram, Muhammad and Izquierdo, Ebroul “A Multi-Pattern Search Algorithm for Block Motion Estimation in Video Coding” Proceedings of the 12th International Asia-Pacific Web Conference (APWEB 2010). 2010, p.407--410. PDF
3. Akram, Muhammad and Izquierdo, Ebroul “Selective Block Search For Surveillance Centric Motion Estimation” Proceedings of the 52nd International Symposium on Electronics in Marine (ELMAR 2010). 2010, p.93--96. PDF
4. Akram, Muhammad and Ramzan, Naeem and Izquierdo, Ebroul “Selective Motion Estimation for Surveillance Videos” User Centric Media. First International Conference, UCMedia 2009. Venice, Italy, December 2009. Revised Selected Papers.. 2010, Vol.40, p.199--206.   PDF
5. Aksay, Anil and Kitanovski, Vlado and Vaiapury, Karthikeyan and Onasoglou, Efstathios and Agapito Prez-Moneo, Juan Diego and Daras, Petros and Izquierdo, Ebroul “Robust 3D Tracking in Tennis Videos” Proceedings of the Summer School ``ENGAGE''. 2010, p.1--15. PDF
6. Aksay, Anil and Kitanovski, Vlado and Vaiapury, Karthikeyan and Onasoglou, Efstathios and Agapito Prez-Moneo, Juan Diego and Daras, Petros and Izquierdo, Ebroul “Robust 3D Tracking in Tennis Videos” Proceedings of the Summer School ``ENGAGE''. 2010, p.1--15. PDF
7. Asioli, Stefano and Ramzan, Naeem and Izquierdo, Ebroul “A Novel Technique for Efficient Peer-to-Peer Scalable Video Transmission” Proceedings of the 18th European Signal Processing Conference (EUSIPCO 2010). 2010, p.2047--2051. PDF
8. Bulović, Ana and Bučar, Damir and Palašek, Petar and Popović, Bojan and Zadrija, Lucija and Brkić, Karla and Kalafatić, Zoran and Šegvić, Siniša “Streamlining collection of training samples for object detection and classification in video” Proceedings of the 33rd International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO 2010). 2010, p.728--733. PDF
9. Chandramouli, Krishna and Kliegr, Tomas and Piatrik, Tomas and Izquierdo, Ebroul “"QMUL @ MediaEval” 2010 Tagging Task: Semantic Query Expansion for Predicting User Tags” Working Notes Proceedings of the MediaEval 2010 Workshop. 2010, p.1--2.              PDF
10. Chandramouli, Krishna and Izquierdo, Ebroul “Semantic Structuring and Retrieval of Event Chapters in Social Photo Collections” Proceedings of the 11th international conference on Multimedia Information Retrieval (MIR 2010). 2010, p.507--516. PDF
11. Conci, Nicola and Izquierdo, Ebroul “Detection and Enhancement of Moving Objects in Surveillance Centric Coding” Acoustics Speech and Signal Processing (ICASSP 2010), Proceedings of the 35th IEEE International Conference on. 2010, p.1406--1409. PDF
12. Haji Mirza, Seyed Navid and Izquierdo, Ebroul “Finding the User's Interest Level from their Eyes” Proceedings of the 2010 ACM workshop on Social, Adaptive and Personalized Multimedia Interaction and Access (SAPMIA 2010). 2010, p.25--28. PDF
13. Haji Mirza, Seyed Navid and Izquierdo, Ebroul “Gaze Movement Inference for Implicit Image Annotation” WIAMIS 2010: 11th International Workshop on Image Analysis for Multimedia Interactive Services, Delft, The Netherlands, April 12-14, 2010. 2010, p.1--4.       PDF
14. Haji Mirza, Seyed Navid and Izquierdo, Ebroul “Finding the User's Interest Level from their Eyes” Proceedings of the 2010 ACM workshop on Social, Adaptive and Personalized Multimedia Interaction and Access (SAPMIA 2010). 2010, p.25--28. PDF
15. Izquierdo, Ebroul and Piatrik, Tomas and Zhang, Qianni “3DLife: Bringing the Media Internet to Life” Leveraging Applications of Formal Methods, Verification, and Validation: 4th International Symposium on Leveraging Applications, ISoLA 2010, Heraklion, Crete, Greece, October 18-21, 2010, Proceedings. 2010, Vol.6416, p.13--14. PDF
16. Izquierdo, Ebroul and Cai, Yang and Zhang, Qianni and García-Herranz, Manuel “ACM workshop on surreal media and virtual cloning” Proceedings of the 18th international conference on MultiMedia (MM 2010). 2010, p.1767--1768. PDF
17. Izquierdo, Ebroul and Cai, Yang and Zhang, Qianni and García-Herranz, Manuel “ACM Workshop on Surreal Media and Virtual Cloning” Proceedings of the 18th International Conference on Multimedia (MM 2010). 2010, p.1767--1768. PDF
18. Izquierdo, Ebroul and Piatrik, Tomas and Zhang, Qianni “3DLife: Bringing the Media Internet to Life” Leveraging Applications of Formal Methods, Verification, and Validation: 4th International Symposium on Leveraging Applications, ISoLA 2010, Heraklion, Crete, Greece, October 18-21, 2010, Proceedings. 2010, Vol.6416, p.13--14. PDF
19. Janjusevic, Tijana and Zhang, Qianni and Chandramouli, Krishna and Izquierdo, Ebroul “Concept based interactive retrieval for social environment” Proceedings of the 2010 ACM workshop on Social, adaptive and personalized multimedia interaction and access (SAPMIA 2010). 2010, p.15--20. PDF
20. Sander Koelstra and Ashkan Yazdani and Mohammad Soleymani and Christian Mühl and Jong-Seok Lee and Anton Nijholt and Thierry Pun and Touradj Ebrahimi and Ioannis Patras “Single Trial Classification of EEG and Peripheral Physiological Signals for Recognition of Emotions Induced by Music Videos” Brain Informatics, International Conference (BI 2010). Toronto, Ontario, 28-30 August 2010. Proceedings.. 2010, Vol.6334, p.89--100
21. Kumar, B. G. Vijay and Patras, Ioannis “A Discriminative Voting Scheme for Object Detection using Hough Forests” Proceedings of the BMVC 2010 UK postgraduate workshop. 2010, p.3.1--3.10. PDF
22. Lee, Jong-Seok and De Simone, Francesca and Ramzan, Naeem and Zhao, Zhijie and Kurutepe, Engin and Sikora, Thomas and Ostermann, Jörn and Izquierdo, Ebroul and Ebrahimi, Touradj “Subjective evaluation of scalable video coding for content distribution” Proceedings of the 18th International Conference on Multimedia (MM 2010). 2010, p.65--72. PDF
23. Moussa, Maher Ben and Kasap, Zerrin and Magnenat-Thalmann, Nadia and Chandramouli, Krishna and Haji Mirza, Seyed Navid and Zhang, Qianni and Izquierdo, Ebroul and Biperis, Iordanis and Daras, Petros “Towards an expressive virtual tutor: an implementation of a virtual tutor based on an empirical study of non-verbal behaviour” Proceedings of the 2010 ACM workshop on Surreal Media and Virtual Cloning (SMVC 2010). 2010, p.39--44. PDF
24. Pantoja, Cesar and Trujillo, Maria “An MPEG-7 Shape Browser” Proceedings of the 2nd Latin-American Conference on Networked and Electronic Media (LACNEM 2013). 2010, p.
25. Passino, Giuseppe and Patras, Ioannis and Izquierdo, Ebroul “Pyramidal Model for Image Semantic Segmentation” Proceedings of the 20th International Conference on Pattern Recognition (ICPR 2010). 2010, p.1554--1557. PDF
26. Peixoto, Eduardo and Zgaljic, Toni and Izquierdo, Ebroul “H.264/AVC to Wavelet-based Scalable Video Transcoding Supporting Multiple Coding Configurations” Proceedings of the 28th Picture Coding Symposium (PCS 2010). 2010, p.562--565. PDF
27. Peixoto, Eduardo and Zgaljic, Toni and Izquierdo, Ebroul “Transcoding from H.264/AVC to a Wavelet-based Scalable Video Codec” Image Processing (ICIP 2010), Proceedings of the 17th International Conference on. 2010, p.2845-2848. PDF
28. Peixoto, Eduardo and Zgaljic, Toni and Izquierdo, Ebroul “Transcoding from H.264/AVC to a Wavelet-based Scalable Video Codec” Image Processing (ICIP 2010), Proceedings of the 17th International Conference on. 2010, p.2845-2848. PDF
29. Ramzan, Naeem and Patrikakis, Charalampos and Zhang, Qianni and Izquierdo, Ebroul “Analysing multimedia content in social networking environments” Proceedings of the 2010 ACM workshop on Social, Adaptive and Personalized Multimedia Interaction and Access (SAPMIA 2010). 2010, p.73--76. PDF
30. Ramzan, Naeem and Patrikakis, Charalampos and Zhang, Qianni and Izquierdo, Ebroul “Analysing multimedia content in social networking environments” Proceedings of the 2010 ACM workshop on Social, adaptive and personalized multimedia interaction and access (SAPMIA 2010). 2010, p.73--76. PDF
31. Seneviratne, Lasantha and Izquierdo, Ebroul “An Interactive Framework for Image Annotation through Gaming” Proceedings of the 11th international conference on Multimedia Information Retrieval (MIR 2010). 2010, p.517--526. PDF
32. Seneviratne, Lasantha and Izquierdo, Ebroul “An Interactive Game for Semi-Automatic Image Annotation” Acoustics Speech and Signal Processing (ICASSP 2010), Proceedings of the 35th IEEE International Conference on. 2010, p.1254-1257. PDF
33. Vaiapury, Karthikeyan and Izquierdo, Ebroul “An O-FDP Framework in 3D Model Based Reconstruction” Proceedings of the 12th International Asia-Pacific Web Conference (APWEB 2010). 2010, p.424--429. PDF
34. Vaiapury, Karthikeyan and Aksay, Anil and Izquierdo, Ebroul “GrabcutD: improved grabcut using depth information” Proceedings of the 2010 ACM workshop on Surreal media and virtual cloning. 2010, p.57--62. PDF
35. Zhang, Qianni and Izquierdo, Ebroul “Towards a Service-Based Internet: Third European Conference, ServiceWave 2010. Ghent, Belgium, December 13-15, 2010. Proceedings.”. 2010, Vol.6481, p.205--206. PDF
36. Qianni Zhang and Izquierdo, Ebroul “From mid-level to high-level: Semantic inference for multimedia retrieval” Semantic Media Adaptation and Personalization (SMAP 2010), Proceedings of the 5th International Workshop on. 2010, p.70--75. PDF
37. Asioli, Stefano and Ramzan, Naeem and Izquierdo, Ebroul “Efficient Scalable Video Streaming over P2P Network” User Centric Media. First International Conference, UCMedia 2009. Venice, Italy, December 2009. Revised Selected Papers.. 2010, Vol.40, p.153--160.   PDF
38. Bozas, Konstantinos and Dimitriadis, Stavros I. and Laskaris, Nikolaos A. and Tzelepi, Areti “Artificial Neural Networks (ICANN 2010). 20th International Conference. Thessaloniki, Greece, 15-18 September 2010. Proceedings, Part II”. 2010, Vol.6353, p.362--371. PDF
39. Ramzan, Naeem and Zgaljic, Toni and Izquierdo, Ebroul “Scalable Video Coding: Source for Future Media Internet” Towards the Future Internet: Emerging Trends from European Research. 2010, p.205--215. PDF

2009

Journal Papers

1. Abhayaratne, Charith and Izquierdo, Ebroul and Mrak, Marta and Tubaro, Stefano “Special issue on scalable coded media beyond compression” Signal Processing: Image Communication. 2009, Vol.24, No.6, p.415--416. PDF
2. Macchiavello, Bruno and Brandi, Fernanda and Peixoto, Eduardo and de Queiroz, Ricardo L. and Mukherjee,Debargha “Side-Information Generation for Temporally and Spatially Scalable Wyner-Ziv Codecs” “EURASIP” Journal on Image and Video Processing. 2009, Vol.2009, No.2, p.1--6PDF
3. Ramzan, Naeem and Zgaljic, Toni and Izquierdo, Ebroul “An Efficient Optimisation Scheme for Scalable Surveillance Centric Video Communications” Signal Processing: Image Communication. 2009, Vol.24, No.6, p.510--523. PDF
4. Vaiapury, Karthikeyan. and Nagarajan, Malmurugan. and Jain, Sunil. “Ambience-Based Voice Over Internet Protocol Quality Testing Model” IETE Journal of Research. 2009, Vol.55, No.5, p.212-217. PDF
5. Wan, Shuai and Yang, Fuzheng and Izquierdo, Ebroul “Lagrange multiplier selection in wavelet-based scalable video coding for quality scalability” Signal Processing: Image Communication. 2009, Vol.24, No.9, p.730--739. PDF
6. Xujiong Ye and Xinyu Lin and Dehmeshki, Jamshid and Slabaugh, Greg and Beddoe, Gareth “Shape-Based Computer-Aided Detection of Lung Nodules in Thoracic CT Images” Biomedical Engineering, IEEE Transactions on. 2009, Vol.56, No.7, p.1810--1820.    PDF

Refereed Conference Papers

1. Akram, Muhammad and Ramzan, Naeem and Izquierdo, Ebroul “Efficient Motion Estimation for Video Coding in Wireless Surveillance Applications” Ultra Modern Telecommunications (ICUMT 2009). Proceedings of the International Conference on. 2009, p.1--4. PDF
2. Athanasiadis, Thanos and Simou, Nikolaos and Papadopoulos, Georgios and Benmokhtar, Rachid and Chandramouli, Krishna and Tzouvaras, Vassilis and Mezaris, Vasileios and Phiniketos, Marios and Avrithis, Yannis and Kompatsiaris, Yiannis and Huet, Benoit and Izquierdo, Ebroul “Integrating Image Segmentation and Classification for Fuzzy Knowledge-Based Multimedia Indexing” Advances in Multimedia Modeling. Proceedings of the 15th International Multimedia Modeling Conference (MMM 2009).. 2009, Vol.5371, p.263--274. PDF
3. Chandramouli, Krishna and Izquierdo, Ebroul “Multi-class Relevance Feedback for Collaborative Image Retrieval” Image Analysis for Multimedia Interactive Services (WIAMIS 2009), Proceedings of the 10th International Workshop on. 2009, p.214--217. PDF
4. Chandramouli, Krishna and Kliegr, Tomas and Svatek, Vojtech and Izquierdo, Ebroul “Towards Semantic Tagging in Collaborative Environments” Digital Signal Processing (DSP 2009), Proceedings of the 16th International Conference on. 2009, p.248--253. PDF
5. Chandramouli, Krishna and Izquierdo, Ebroul “Visual Highlight Detection using Particle Swarm Optimisation” Proceedings of Latin-American Conference on Networked and Electronic Media (LACNEM 2009). 2009, p.1--5. PDF
6. Dong, Le and Izquierdo, Ebroul “Parallel Scene Perception on Various Blurry Images” Proceedings of the First International Conference on Internet Multimedia Computing and Service (ICIMCS 2009). 2009, p.60--64. PDF
7. Fernandez Arguedas, Virginia and Chandramouli, Krishna and Izquierdo, Ebroul “Exploiting Complementary Resources for Cross-Discipline Multimedia Indexing and Retrieval” First International Conference on User Centric Media (UCMedia 2009). Venice, Italy, 9-11 December 2009. Revised Selected Papers.. 2009, Vol.40, p.109--116. PDF
8. Fernandez Arguedas, Virginia and Chandramouli, Krishna and Izquierdo, Ebroul “Semantic Object Based Retrieval from Surveillance Videos” Semantic Media Adaptation and Personalization, Proceedings 2009 Fourth International Workshop on. 2009, p.79--83. PDF
9. Janjusevic, Tijana and Benini, Sergio and Izquierdo, Ebroul and Leonardi, Riccardo “Random Methods for Fast Exploration of the Raw Video Material” Proceedings of the 20th International Workshop on Database and Expert Systems Application (DEXA 2009).. 2009, p.226--230. PDF
10. Janjusevic, Tijana and Izquierdo, Ebroul “Visualising the Query Space of the Image Collection” Information Visualization (IV 2009), Proceedings of the 13th IEEE International Conference on. 2009, p.86--91. PDF
11. Pantoja, Cesar and Ortiz, Edward and Trujillo, Maria “An MPEG-7 Browser” Proceedings of the 1st Latin-American Conference on Networked and Electronic Media (LACNEM 2009). 2009, p.. PDF
12. Passino, Giuseppe and Patras, Ioannis and Izquierdo, Ebroul “Context Awareness in Graph-based Image Semantic Segmentation via Visual Word Distributions” Image Analysis for Multimedia Interactive Services (WIAMIS 2009), Proceedings of the 10th International Workshop on. 2009, p.33--36. PDF
13. Passino, Giuseppe and Patras, Ioannis and Izquierdo, Ebroul “Latent Semantics Local Distribution for CRF-based Image Semantic Segmentation” Proceedings of the British Machine Vision Conference (BMVC 2009). 2009, No.26, p.1--12. PDF
14. Passino, Giuseppe and Piatrik, Tomas and Patras, Ioannis and Izquierdo, Ebroul “A Multimedia Content Semantics Extraction Framework for Enhanced Social Interaction” Adjunct proceedings EuroITV 2009 Networked Television. 2009, p.89--91. PDF
15. Peixoto, Eduardo and de Queiroz, Ricardo L. and Mukherjee, Debargha “Mapping Motion Vectors for a “Wyner-Ziv” Video Transcoder” Image Processing (ICIP 2009), Proceedings of the 16th International Conference on. 2009, Vol.7, No.10, p.3681--3684.           PDF
16. Piatrik, Tomas and Izquierdo, Ebroul “Hierarchical Summarisation of Video Using Ant-Tree Strategy” Content-Based Multimedia Indexing (CBMI 2009), Proceedings of the 7th International Workshop on. 2009, p.107--112. PDF
17. Piatrik, Tomas and Izquierdo, Ebroul “Subspace clustering of images using Ant colony Optimisation” Image Processing (ICIP 2009), Proceedings of the 16th International Conference on. 2009, Vol.7, No.10, p.229--232. PDF
18. Ramzan, Naeem and Izquierdo, Ebroul “An Optimised Error Protection Scheme for Wavelet-based Scalable Video” Proceedings of Latin-American Conference on Networked and Electronic Media (LACNEM 2009). 2009, p.1--5. PDF
19. Ramzan, Naeem and Zgaljic, Toni and Izquierdo, Ebroul “Scalable Video Coding as Basis for Networked Media Internet” Proceedings of the 2nd summit on Networked and Electronic Media (NEM 2009). 2009, p.. PDF
20. Ramzan, Naeem and Izquierdo, Ebroul “An Optimised Error Protection Scheme for Wavelet-based Scalable Video” Proceedings of Latin-American Conference on Networked and Electronic Media (LACNEM 2009). 2009, p.1--5. PDF
21. Romero Macias, Cristina and Izquierdo, Ebroul “Visual Word-Based CAPTCHA using 3D Characters” Crime Detection and Prevention (ICDP 2009), Proceedings of the 3rd International Conference on. 2009, p.1--5. PDF
22. Seneviratne, Lasantha and Izquierdo, Ebroul “Image Annotation through Gaming (TAG4FUN)” Digital Signal Processing (DSP 2009), Proceedings of the 16th International Conference on. 2009, p.940--945. PDF
23. Tsomko, Elena and Hyoung-Joong Kim and Izquierdo, Ebroul and Guerra Ones, Valia “A Spectral Technique for Image Clustering” Ultra Modern Telecommunications (ICUMT 2009). Proceedings of the International Conference on. 2009, p.1--5. PDF

Thesis and Monographs

1. Romero Macias, Cristina “Image Understanding for Automatic Human and Machine Separation”. 2009, p.1--146. PDF
2. Piatrik, Tomas “Image clustering and Video Summarisation using ant-inspired methods”. 2009. PDF
3. DAMNJANOVIC, UROS “CLUSTERING OF VISUAL INFORMATION USING SPECTRAL METHODS”. 2009, p.1--152. PDF

Selected Technical Reports

1. Izquierdo, Ebroul and Davis, Valerie M. and Johns, Andrew W. and Bitar, Nancy “Method and Apparatus for Fragile Watermarking”. 2009. PDF

2008

Journal Papers

1. Borges, Vinicius Koerich Borges and Mayer, Joceli and Izquierdo, Ebroul “Document Image Processing for Paper Side Communications” Multimedia, IEEE Transactions on. 2008, Vol.10, No.7, p.1277--1287. PDF
2. Borges, Paulo Vinicius Koerich and Mayer, Joceli and Izquierdo, Ebroul “Robust and transparent color modulation for text data hiding” Multimedia, IEEE Transactions on. 2008, Vol.10, No.8, p.1479--1489. PDF
3. Henderson, Craig “Managing Software Defects: Defect Analysis and Traceability” SIGSOFT Software Engineering Notes. 2008, Vol.33, No.4, p.1--2. PDF
4. Izquierdo, Ebroul and Kim, Hyoung-Joong and Sikora, Thomas “Knowledge-Assisted Media Analysis for Interactive Multimedia Applications” EURASIP Journal on Advances in Signal Processing. 2008, No.1, p.1--2. PDF
5. Mrak, Marta and Zgaljic, Toni and Izquierdo, Ebroul “Influence of downsampling filter characteristics on compression performance in wavelet-based scalable video coding” Image Processing, IET. 2008, Vol.2, No.3, p.116--129. PDF
6. Passino, Giuseppe and Patras, Ioannis and Izquierdo, Ebroul “Aspect Coherence for Graph-Based Semantic Image Labelling” IET Computer Vision. 2008, Vol.4, No.3, p.183--194. PDF
7. Rodríguez, Roberto and Castillo, Patricio J. and Guerra, Valia and Sossa Azuela, Juan Humberto and Suáreza, Ana G. and Izquierdo, Ebroul “A comparison between two robust techniques for segmentation of blood vessels” Computers in Biology and Medicine. 2008, Vol.38, No.8, p.931--940. PDF
8. Vaiapury, Karthikeyan and Kankanhalli, Mohan S. “Finding interesting images in albums using attention” Journal of Multimedia. 2008, Vol.3, No.4, p.2--13. PDF

Refereed Conference Papers

1. Akram, Muhammad and Ramzan, Naeem and Izquierdo, Ebroul “Event Based Video Coding Architecture” Visual Information Engineering (VIE 2008), 5th International Conference on. 2008, p.807--812. PDF
2. Bangert, Thomas “TriangleVision: A Toy Visual System” Artificial Neural Networks (ICANN 2008), 18th International Conference. Prague, Czech Republic, September 3-6, 2008. Proceedings, Part I.. 2008, Vol.5163, p.937--950. PDF
3. Borges, Paulo Vinicius Koerich and Mayer, Joceli and Izquierdo, Ebroul “Efficient Visual Fire Detection Applied for Video Retrieval” Proceedings of the 16th European Signal Processing Conference (EUSIPCO 2008). 2008, p.1--5. PDF
4. Borges, Vinicius Koerich Borges and Izquierdo, Ebroul and Mayer, Joceli “Efficient Text Color Modulation for Printed Side Communications and Data Hiding” Computer Graphics and Image Processing (SIBGRAPI 2008), Proceedings of the 21st Brazilian Symposium on. 2008, p.79--86. PDF
5. Borges, Paulo Vinicius Koerich and Mayer, Joceli and Izquierdo, Ebroul “A Probabilistic Model for Flood Detection in Video Sequences” Image Processing (ICIP 2008), Proceedings of the 15th IEEE International Conference on. 2008, p.13--16. PDF
6. Chandramouli, Krishna and Stewart, Craig and Brailsford, Tim and Izquierdo, Ebroul “CAE-L: An Ontology Modelling Cultural Behaviour in Adaptive Education” Semantic Media Adaptation and Personalization (SMAP 2008), Proceedings of the Third International Workshop on. 2008, p.183--188. PDF
7. Chandramouli, Krishna and Izquierdo, Ebroul “Exploiting User Logs in CBIR using fuzzy-PSO” 3rd International Conference on Semantic and Digital Media Technologies (SAMT 2008). 3 December 2008, Koblenz, Germany. 2008. PDF
8. Chandramouli, Krishna and Kliegr, Tomas and Nemrava, Jan and Svatek, Vojtech and Izquierdo, Ebroul “Query Refinement and User Relevance Feedback for Contextualized Image Retrieval” Visual Information Engineering (VIE 2008), 5th International Conference on. 2008, p.453--458. PDF
9. Damnjanovic, Uros and Izquierdo, Ebroul “Asymmetric and Normalized Cuts for Image Clustering and Segmentation” Neural Network Applications in Electrical Engineering (NEUREL 2006), Proceedings of the 8th Seminar on. 2008, p.5--9. PDF
10. Damnjanovic, Ivan and Landone, Chris and Reiss, Josh and Izquierdo, Ebroul “Enriched Access to Digital Audiovisual Content” Neural Network Applications in Electrical Engineering (NEUREL 2008), 9th Symposium on. 2008, p.17--20. PDF
11. Damnjanovic, Uros and Fernandez Arguedas, Virginia and Izquierdo, Ebroul and Martinez, José María “Event Detection and Clustering for Surveillance Video Summarization” Image Analysis for Multimedia Interactive Services (WIAMIS 2008), Proceedings of the 9th International Workshop on. 2008, p.63--66. PDF
12. Dong, Le and Izquierdo, Ebroul “Global-to-Local Oriented Rapid Scene Perception” Image Analysis for Multimedia Interactive Services (WIAMIS 2008), Proceedings of the 9th International Workshop on. 2008, p.155--158. PDF
13. Dong, Le and Izquierdo, Ebroul “Global-to-Local Oriented Perception on Blurry Visual Information” Image Processing (ICIP 2008), Proceedings of the 15th IEEE International Conference on. 2008, p.2168--2171. PDF
14. Dong, Le and Izquierdo, Ebroul “Hypersphere Topology Creation for Image Classification” Proceedings of the 16th European Signal Processing Conference (EUSIPCO 2008). 2008, p.1--5. PDF
15. Dong, Le and Izquierdo, Ebroul “Scene Classification of Ambiguous Visual Information” Visual Information Engineering (VIE 2008), 5th International Conference on. 2008, p.699--704. PDF
16. Dong, Le and Izquierdo, Ebroul “A topology synthesizing approach for classification of visual information” Proceedings of the 6th International Workshop on Content-based Multimedia Indexing (CBMI 2008). 2008, p.373--380. PDF
17. Dumont, Emilie and Mörialdo, Bernard and Essid, Slim and Bailer, Werner and Rehatschek, Herwig and Byrne, Daragh and Bredin, Hervé and O'Connor, Noel E. and Jones, Gareth J.F and Smeaton, Alan F. and Haller, Martin and Krutz, Andreas and Sikora, Thomas and Piatrik, Tomas “Rushes video summarization using a collaborative approach” Proceedings of the 2nd ACM TRECVid Video Summarization Workshop. 2008, p.90--94
18. Janjusevic, Tijana and Izquierdo, Ebroul “Layout Methods for Intuitive Partitioning of Visualization Space” Information Visualization (IV 2008), Proceedings of the 12th IEEE International Conference on. 2008, p.88-93. PDF
19. Kitanovski, Vlado and Kseneman, Matej and Gleich, Du An and Taskovski, Dimitar “Adaptive Lifting Integer Wavelet Transform for Lossless Image Compression” Systems, Signals and Image Processing (IWSSIP 2008), Proceedings of the 15th International Conference on. 2008, p.105--108. PDF
20. Kitanovski, Vlado and Taskovski, Dimitar and Panovski, Ljupcho “Multi-scale Edge Detection Using Undecimated Wavelet Transform” Signal Processing and Information Technology (ISSPIT 2008), 8th IEEE International Symposium on. 2008, p.385--389.             PDF
21. Kitanovski, Vlado and Taskovski, Dimitar and Gleich, Du An and Planinsic, Peter “Optimization and Implementation of Integer Lifting Scheme for Lossless Image Coding” Signal Processing and Information Technology (ISSPIT 2008), 8th IEEE International Symposium on. 2008, p.170--174. PDF
22. Kliegr, Tomas and Chandramouli, Krishna and Nemrava, Jan and Svatek, Vojtech and Izquierdo, Ebroul “Combining Image Captions and Visual Analysis for Image Concept Classification” MDM '08: Proceedings of the 9th International Workshop on Multimedia Data Mining: held in conjunction with the ACM SIGKDD 2008. 2008, p.8--17. PDF
23. Kliegr, Tomas and Chandramouli, Krishna and Nemrava, Jan and Svatek, Vojtech and Izquierdo, Ebroul “Wikipedia as the Premiere Source for Targeted Hypernym Discovery” Proceedings of the Wikis, Blogs, Bookmarking Tools - Mining the Web 2.0 Workshop (WBBTMine 08). 2008, p.1--8. PDF
24. Kseneman, M. and Gleich, D. and Planinsic, P. and Kitanovski, V. and Taskovski, D. “Comparison between different lifting scheme algorithms” Systems, Signals and Image Processing (IWSSIP 2008), Proceedings of the 15th International Conference on. 2008, p.327--330. PDF
25. Kumar, B. G. Vijay and Aravind, Rangarajan “A 2D model for face superresolution” Pattern Recognition, 2008. ICPR 2008. 19th International Conference on. 2008, p.535--538. PDF
26. Kumar, B. G. Vijay and Aravind, Rangarajan “Face hallucination using OLPP and Kernel ridge regression” Image Processing, 2008. ICIP 2008. 15th IEEE International Conference on. 2008, p.353--356. PDF
27. Papadopoulos, Georgios Th. and Chandramouli, Krishna and Mezaris, Vasileios and Kompatsiaris, Ioannis and Izquierdo, Ebroul and Strintzis, Michael G. “A Comparative Study of Classification Techniques for Knowledge-Assisted Image Analysis” Image Analysis for Multimedia Interactive Services (WIAMIS 2008), Proceedings of the 9th International Workshop on. 2008, p.4--7. PDF
28. Passino, Giuseppe and Patras, Ioannis and Izquierdo, Ebroul “Aspect Coherence for Graph-Based Image Labelling” Visual Information Engineering (VIE 2008), 5th International Conference on. 2008, p.94--99. PDF
29. Passino, Giuseppe and Patras, Ioannis and Izquierdo, Ebroul “On the Role of Structure in Part-based Object Detection” Image Processing (ICIP 2008), Proceedings of the 15th IEEE International Conference on. 2008, p.65--68. PDF
30. Piatrik, Tomas and Izquierdo, Ebroul “An Application of Ant Colony Optimisation to Image Clustering” PhDJamboree08: Proceedings of the 2nd K-Space PhD Jamboree Workshop. 2008, p.1--2. PDF
31. Praks, Pavel and Grzegorzek, Marcin and Moravec, Rudolf and Válek, Ladislav and Izquierdo, Ebroul “Wavelet and Eigen-Space Feature Extraction for Classification of Metallography Images” Information Modelling and Knowledge Bases XIX (EJC 2007), 17th European-Japanese Conference on. 2008, Vol.166, p.190--199. PDF
32. Praks, Pavel and Kučera, Radek and Izquierdo, Ebroul “The sparse image representation for automated image retrieval” Image Processing (ICIP 2008), Proceedings of the 15th International Conference on. 2008, p.25--28. PDF
33. Ramzan, Naeem and Izquierdo, Ebroul “Efficient Scalable Video Transmission Based on Two-dimensional Error Protection Scheme” Image Processing (ICIP 2008), Proceedings of the 15th IEEE International Conference on. 2008, p.3084--3087. PDF
34. Schreer, Oliver and Fuentes Ardeo, Leticia and Sotiriou, Dimitrious and Sadka, Abdul H. and Izquierdo, Ebroul “User Requirements for Multimedia Indexing and Retrieval of Unedited Audio-Visual Footage - RUSHES” Image Analysis for Multimedia Interactive Services (WIAMIS 2008), Proceedings of the 9th International Workshop on. 2008, p.76--79. PDF
35. Seneviratne, Lasantha and Izquierdo, Ebroul “Image Annotation Through Gaming” "PhDJamboree08": Proceedings of the 2nd K-Space PhD Jamboree Workshop. 2008, p.1--2. PDF
36. Stewart, Craig and Chandramouli, Krishna and Cristea, Alexandra and Brailsford, Tim and Izquierdo, Ebroul “Cultural Artefacts in Education: Analysis, Ontologies and Implementation” Computer Science and Software Engineering (CSSE 2008), Proceedings of the International Conference on. 2008, Vol.5, p.706--709. PDF
37. Svatek, Vojtech and Berka, Petr and Nemrava, Jan and Petrák, Josef and Praks, Praks and Vacura, Miroslav and Izquierdo, Ebroul and Stewart, Craig “The K-Space Network of Excellence: on the Way to `Semantic' Multimedia” 7th annual Czecho-Slovak Knowledge Technology Conference, Proceeding of the. 2008, p.421--425. PDF
38. Vincelette, Robert and Tameze, Claude and Zeljkovic, Vesna and Izquierdo, Ebroul “Noise Removal from Polygonal Shapes Using Combined Inverse Diffusion Filter and Triangle Method” Proceedings of the 6th International Workshop on Content-based Multimedia Indexing (CBMI 2008). 2008, p.551--555. PDF
39. Wall, Julie and McDaid, Liam J. and Maguire, Liam P. and McGinnity, Thomas M. “Spiking Neuron Models of the Medial and Lateral Superior Olive for Sound Localisation” International Joint Conference on Neural Networks (IJCNN 2008)[IEEE World Congress on Computational Intelligence (WCCI 2008)], Proceedings of the 2008 IEEE. 2008, p.2641--2647. PDF
40. Wan, Shuai and Yang, Fuzheng and He, Mingyi, and Izquierdo, Ebroul “Rate Distortion Optimised Motion Estimation based on a General Framework” Visual Information Engineering (VIE 2008), 5th International Conference on. 2008, p.83--87. PDF
41. Wilkins, Peter and Byrne, Daragh and Jones, Gareth J. F. and Lee, Hyowon and Keenan, Gordon and McGuinness, Kevin and O'Connor, Noel E. and O'Hare, Neil and Smeaton, Alan F. and Adamek, Tomasz and Troncy, Raphaël and Amin, Alia and Benmokhtar, Rachid and Dumont, Emilie and Huet, Benoit and Mörialdo, Bernard and Tolias, Giorgos and Spyrou, Evaggelos and Avrithis, Yannis S. and Papadopoulos, Georgios and Mezaris, Vasileios and Kompatsiaris, Ioannis and Mörzinger, Roland and Schallauer, Peter and Bailer, Werner and Chandramouli, Krishna and Izquierdo, Ebroul and Goldmann, Lutz and Haller, Martin and Samour, Amjad and Cobet, Andreas and Sikora, Thomas and Praks, Pavel and Hannah, David and Halvey, Martin and Hopfgartner, Frank and Villa, Robert and Punitha, P. and Goyal, Anuj and Jose, Joemon M. “K-Space at TRECVid 2008” TRECVID 2008 workshop participants notebook papers. 2008, p.1--10PDF
42. Zeljkoviae, Vesna and Tameze, Claude and Vincelette, Robert and Izquierdo, Ebroul “Nonlinear diffusion filter and triangle method used for noise removal from polygonal shapes” Visual Information Engineering (VIE 2008), 5th International Conference on. 2008, p.188--191. PDF
43. Zeljkovic, Vesna and Tameze, Claude and Vincelette, Robert “Combined Nonlinear Inverse Diffusion Filter and Triangle Method used for Noise Removal from Polygonal Shapes” Image Processing (ICIP 2008), Proceedings of the 15th IEEE International Conference on. 2008, p.21--24. PDF
44. Zgaljic, Toni and Ramzan, Naeem and Akram, Muhammad and Izquierdo, Ebroul and Caballero, Rodrigo and Finn, Alan and Wang, Hongcheng and Xiong, Ziyou “Surveillance Centric Coding” Visual Information Engineering (VIE 2008), 5th International Conference on. 2008, p.835--839. PDF
45. Zhang, Qianni and Izquierdo, Ebroul “Bayesian Learning and Reasoning for Context Exploitation in Visual Information Retrieval” Visual Information Engineering (VIE 2008), 5th International Conference on. 2008, p.170--175. PDF
46. Zhang, Qianni and Tolias, Giorgos and Mansencal, Boris and Ahmet Saracoglu and Aginako, Naiara and Alatan, A. Aydin and Alexandre, L. A. and Avrithis, Yannis S. and Benois-Pineau, Jenny and Chandramouli, Krishna and Corvaglia, Marzia and Damnjanovic, Uros and Anastasios Dimou and Esen, Ersin and Fatemi, Nastaran and Garcia, I. and Guerrini, Fabrizio and Hanjalic, Alan and Jarina, Roman and Kapsalas, P. and King, Paul and Kompatsiaris, Ioannis and Makris, Lambros and Mezaris, Vasileios and Migliorati, Pierangelo and Moumtzidou, Anastasia and Mylonas, Phivos and Naci, Suphi Umut and Nikolopoulos, Spiros and Paralic, Martin and Piatrik, Tomas and Poulin, Florian and Pinheiro, António M. G. and Raileanu, Laura Elena and Spyrou, Evaggelos and Vrochidis, Stefanos “COST292 experimental framework for TRECVID 2008” TRECVID 2008 workshop participants notebook papers. 2008, p.1--15. PDF
47. Qianni Zhang and Izquierdo, Ebroul “Describing Objects with Multiple Features for Visual Information Retrieval and Annotation” Image Analysis for Multimedia Interactive Services, 2008. WIAMIS '08. Ninth International Workshop on. 2008, p.80--83. PDF
48. Qianni Zhang and Krishna Chandramouli and Uros Damnjanovic and Tomas Piatrik and Giorgos Tolias and Yannis S. Avrithis and P. Kapsalas and Phivos Mylonas and Evaggelos Spyrou and Boris Mansencal and Jenny Benois-Pineau and Ahmet Saracoglu and Ersin Esen and A. Aydin Alatan and Naiara Aginako and I. Garcia and António M. G. Pinheiro and L. A. Alexandre and Marzia Corvaglia and Fabrizio Guerrini and Pierangelo Migliorati and Nastaran Fatemi and Florian Poulin and Laura Elena Raileanu and Roman Jarina and Martin Paralic and Stefanos Vrochidis and Anastasia Moumtzidou and Paul King and Spiros Nikolopoulos and Anastasios Dimou and Vasileios Mezaris and Lambros Makris and Ioannis Kompatsiaris and Suphi Umut Naci and Alan Hanjalic “COST292 experimental framework for TRECVID 2008” TRECVID 2008 workshop participants notebook papers. 2008, p.1--15. PDF

Selected Technical Reports

1. Dumont, Emilie and Merialdo, Bernard and Essid, Slim and Bailer, Werner and Byrne, Daragh and Bredin, Hervé and O'Connor, Noel and Jones, Gareth J. F. and Haller, Martin and Krutz, Andreas and Sikora, Thomas and Piatrik, Tomas “A collaborative approach to video summarization” Semantic Multimedia. Third International Conference on Semantic and Digital Media Technologies (SAMT 2008). Proceedings.. 2008. PDF

2007

Journal Papers

1. Cózar, Julían Ramos and Guil Mata, Nicolás and José María González-Linares and Emilio L. Zapata and Izquierdo, Ebroul “Logotype detection to support semantic-based video annotation” Signal Processing: Image Communication. 2007, Vol.22, No.7-8, p.669--679.  PDF
2. Jamshid Dehmeshki and Xujiong Ye and XinYu Lin and Manlio Valdivieso and Hamdan Amin “Automated detection of lung nodules in CT images using shape-based genetic algorithm” Computerized Medical Imaging and Graphics. 2007, Vol.31, No.6, p.408--417.        PDF
3. Dehmeshki, Jamshid and Xujiong Ye and Amin, Hamdan and Abaei, Maryam and Xinyu Lin and Qanadli, Salah D. “Volumetric Quantification of Atherosclerotic Plaque in CT Considering Partial Volume Effect” Medical Imaging, IEEE Transactions on. 2007, Vol.26, No.3, p.273--282. PDF
4. Djordjevic, Divna and Izquierdo, Ebroul “An Object- and User-Driven System for Semantic-Based Image Annotation and Retrieval” Circuits and Systems for Video Technology, IEEE Transactions on. 2007, Vol.17, No.3, p.313--323. PDF
5. Dong, Le and Izquierdo, Ebroul “A Biologically Inspired System for Classification of Natural Images” Circuits and Systems for Video Technology, IEEE Transactions on. 2007, Vol.17, number = 5, p.590--603. PDF
6. Izquierdo, Ebroul “Knowledge Engineering, Semantics, and Signal Processing in Audio-Visual Information Retrieval” Circuits and Systems for Video Technology, IEEE Transactions on. 2007, Vol.17, No.3, p.257--260. PDF
7. Izquierdo, Ebroul and Benois-Pineau, Jenny and André-Obrecht, Régine “Signal processing: Image communication, special issue on content-based multimedia indexing and retrieval” Image Communication. 2007, Vol.22, No.7-8, p.605--606. PDF
8. Ng, Wing W. Y.; Dorado, Andres; Yeung, Daniel S.; Pedrycz, Witold; Izquierdo, Ebroul “Image classification with the use of radial basis function neural networks and the minimization of the localized generalization error” Pattern Recognition. 2007, Vol.40, No.1, p.19--32. PDF
9. Ramzan, Naeem and Wan, Shuai and Izquierdo, Ebroul “Joint Source-Channel Coding for Wavelet-Based Scalable Video Transmission Using an Adaptive Turbo Code” EURASIP Journal on Image and Video Processing. 2007, Vol.2007, p.1--12. PDF
10. Shuai Wan and Marta Mrak and Naeem Ramzan and Ebroul Izquierdo “Perceptually Adaptive Joint Deringing-Deblocking Filtering for Scalable Video Transmission over Wireless Networks” Signal Processing: Image Communication. 2007, Vol.22, No.3, p.266--276.   PDF
11. Wan, Shuai and Izquierdo, Ebroul “Rate-Distortion Optimized Motion-Compensated Prediction for Packet Loss Resilient Video Coding” Image Processing, IEEE Transactions on. 2007, Vol.16, No.5, p.1327--1338. PDF
12. Zgaljic, Toni and Sprljan, Nikola and Izquierdo, Ebroul “Bit-stream allocation methods for scalable video coding supporting wireless communications” Signal Processing: Image Communication. 2007, Vol.22, No.3, p.298--316. PDF
13. Zhang, Qianni and Izquierdo, Ebroul “Adaptive Salient Block Based Image Retrieval in Multi-Feature Space” Signal Processing: Image Communication. 2007, Vol.22, No.6, p.591--603. PDF
14. Zhang, Qianni and Izquierdo, Ebroul “Combining Low-Level Features for Semantic Extraction in Image Retrieval” Eurasip Journal on Advances in Signal Processing. 2007, No.1, p.1--12. PDF
15. Zhang, Qianni and Izquierdo, Ebroul “Combining Low-Level Features for Semantic Extraction in Image Retrieval” Eurasip Journal on Advances in Signal Processing. 2007, No.1, p.1--12. PDF

Refereed Conference Papers

1. Dong, Le and Izquierdo, Ebroul “A Knowledge Structuring Technique for Image Classification” Image Processing (ICIP 2007), Proceedings of the 14th International Conference on. 2007, Vol.6, p.377--380. PDF
2. Borges, Vinicius Koerich Borges and Izquierdo, Ebroul and Mayer, Joceli “Efficient Side Information Encoding for Text Hardcopy Documents” Advanced Video and Signal Based Surveillance (AVSS 2007), Proceedings of 2007 IEEE Conference on. 2007, p.552--557.       PDF
3. Borges, Paulo Vinicius Koerich and Mayer, Joceli and Izquierdo, Ebroul “Performance Analysis of Text Halftone Modulation” Image Processing (ICIP 2007), Proceedings of the 14th International Conference on. 2007, Vol.3, p.285--288. PDF
4. Borges, Paulo Vinicius Koerich and Mayer, Joceli and Izquierdo, Ebroul “A Practical Protocol for Digital and Printed Document Authentication” Proceedings of the 15th European Signal Processing Conference (EUSIPCO 2007). 2007, p.2529--2533. PDF
5. Grzegorzek, Marcin and Izquierdo, Ebroul “Statistical 3D Object Classification and Localization with Context Modeling” Proceedings of the 15th European Signal Processing Conference (EUSIPCO 2007). 2007, p.1585--1589. PDF
6. Borges, Paulo Vinicius Koerich and Mayer, Joceli and Izquierdo, Ebroul “Segmentation of Document Images Using Higher Order Statistics” Multimedia Signal Processing, 2007 IEEE 9th Workshop on (MMSP 2007). Chanai, Crete, 1-3 October 2007.. 2007, p.296--299.   PDF
7. Damnjanovic, Uros and Izquierdo, Ebroul and Grzegorzek, Marcin “Shot Boundary Detection using Spectral Clustering” Proceedings of the 15th European Signal Processing Conference (EUSIPCO 2007). 2007, p.1779--1783. PDF
8. Damnjanovic, Uros and Piatrik, Tomas and Djordjevic, Divna and Izquierdo, Ebroul “Video Summarisation for Surveillance and News Domain” Semantic Multimedia. Second International Conference on Semantic and Digital Media Technologies, SAMT 2007, Genoa, Italy, December 5-7, 2007. Proceedings. 2007, Vol.4816, p.99--112. PDF
9. Dong, Le and Izquierdo, Ebroul “A Topology Preserving Approach for Image Classification” Image Analysis for Multimedia Interactive Services (WIAMIS 2007), Proceedings of the 8th International Workshop on. 2007, No.7, p.1--4. PDF
10. Dong, Le and Izquierdo, Ebroul “A Knowledge Synthesizing Approach for Classification of Visual Information” Advances in Visual Information Systems. Proceedings of the 9th International Conference on Visual Information Systems (VISUAL 2007). Shanghai, China, 28-29 June 2007. Revised Selected Papers.. 2007, Vol.4781, p.17--25. PDF
11. Izquierdo, Ebroul and Chandramouli, Krishna and Grzegorzek, Marcin and Piatrik, Tomas “K-Space Content Management and Retrieval System” Image Analysis and Processing Workshops (ICIAPW 2007), Proceedings of the 14th International Conference on. 2007, p.131--136. PDF
12. Mrak, Marta and Izquierdo, Ebroul “Spatially Adaptive Wavelet Transform for Video Coding with Multi-Scale Motion Compensation” Image Processing (ICIP 2007), Proceedings of the 14th International Conference on. 2007, Vol.2, p.317--320. PDF
13. Passino, Giuseppe and Izquierdo, Ebroul “Conditional Random Fields for High-Level Part Correlation Analysis in Images” Semantic Multimedia. Second International Conference on Semantic and Digital Media Technologies, SAMT 2007, Genoa, Italy, December 5-7, 2007. Proceedings. 2007, Vol.4816, p.264--267. PDF
14. Passino, Giuseppe and Izquierdo, Ebroul “Patch-based Image Classification through Conditional Random Field Model” Proceedings of the 3rd international conference on Mobile multimedia communications. 2007, No.6, p.1--6. PDF
15. Ramzan, Naeem and Wan, Shuai and Izquierdo, Ebroul “An Efficient Joint Source-Channel Coding for Wavelet Based Scalable Video” Circuits and Systems (ISCAS 2007), Proceedings of the 40th IEEE International Symposium on. 2007, p.1505--1508. PDF
16. Ramzan, Naeem and Wan, Shuai and Izquierdo, Ebroul “Error Robustness Scheme for Scalable Video Based on the Concatenation of LDPC and Turbo Codes” Image Processing (ICIP 2007), Proceedings of the 14th International Conference on. 2007, Vol.6, p.521--524.  PDF
17. Ramzan, Naeem and Izquierdo, Ebroul “Optimal Joint Source Channel Coding for Scalable Video Transmission over Wireless Channels” Proceedings of the 15th European Signal Processing Conference (EUSIPCO 2007).. 2007, p.678--682. PDF
18. Tameze, Claude and Vincelette, Robert and Melikechi, Noureddine and Zeljkovic, Vesna and Izquierdo, Ebroul “Empirical Analysis of Libs Images for Ovarian Cancer Detection” Image Analysis for Multimedia Interactive Services (WIAMIS 2007), Proceedings of the 8th International Workshop on. 2007, No.76, p.1--4. PDF
19. Wall, Julie and McDaid, Liam J. and Maguire, Liam P. and McGinnity, Thomas M. “A spiking neural network implementation of sound localisation” Proceedings of the 15th IET Irish Signals and Systems (ISSC 2007) Conference. 2007, p.19--23. PDF
20. Wilkins, Peter and Adamek, Tomasz and Byrne, Daragh and Jones, Gareth J. F. and Lee, Hyowon and Keenan, Gordon and McGuinness, Kevin and O'Connor, Noel E. and Alan F. Smeaton and Amin, Alia and Obrenovic, Zeljko and Benmokhtar, Rachid and Galmar, Eric and Huet, Benoit and Essid, Slim and Landais, Rémi and Vallet, Félicien and Papadopoulos, Georgios Th. and Vrochidis, Stefanos and Mezaris, Vasileios and Kompatsiaris, Ioannis and Spyrou, Evaggelos and Avrithis, Yannis and Mörzinger, Roland and Schallauer, Peter and Bailer, Werner and Piatrik, Tomas and Chandramouli, Krishna and Izquierdo, Ebroul and Haller, Martin and Goldmann, Lutz and Samour, Amjad and Cobet, Andreas and Sikora, Thomas and Praks, Pavel “K-Space at TRECVid 2007” TRECVID 2007 workshop participants notebook papers. 2007, p.1--12. PDF
21. Yang, Fuzheng and Wan, Shuai and Izquierdo, Ebroul “Lagrange Multiplier Selection for 3-D Wavelet Based Scalable Video Coding” Image Processing (ICIP 2007), Proceedings of the 14th International Conference on. 2007, Vol.2, p.309--312. PDF
22. Yang, Fuzheng and Wan, Shuai and Izquierdo, Ebroul “Optimised Motion Estimation for Robust Video Coding in Packet Loss Environment” Image Analysis for Multimedia Interactive Services (WIAMIS 2007), Proceedings of the 8th International Workshop on. 2007, No.50, p.1--4. PDF
23. Xujiong Ye and Xinyu Lin and Beddoe, Gareth and Dehmeshki, Jamshid “Efficient Computer-Aided Detection of Ground-Glass Opacity Nodules in Thoracic CT Images” Engineering in Medicine and Biology Society, 2007. EMBS 2007. 29th Annual International Conference of the IEEE. 2007, p.4449--4452. PDF
24. Zgaljic, Toni and Mrak, Marta and Izquierdo, Ebroul “Influence of Downsampling Filters Characteristics on Compression Performance in Scalable Video Coding” Visual Information Engineering (VIE 2007), Proceedings of the 4th International Conference on. 2007, p.119--129.
25. Toni Zgaljic and Marta Mrak and Ebroul Izquierdo “Optimised Compression Strategy in Wavelet-Based Video Coding using Improved Context Models” Image Processing, 2007. ICIP 2007. IEEE International Conference on. 2007, Vol.3, No., p.401--404. PDF
26. Zgaljic, Toni and Mrak, Marta and Izquierdo, Ebroul “Towards Optimised Context Selection in Scalable Wavelet Based Video Coding” Proceedings of the 15th European Signal Processing Conference (EUSIPCO 2007). 2007, p.1412--1416. PDF
27. Zgaljic, Toni and Mrak, Marta and Izquierdo, Ebroul “User Driven Systems to Bridge the Semantic Gap” Proceedings of the 15th European Signal Processing Conference (EUSIPCO 2007). 2007, p.718--722. PDF
28. Zgaljic, Toni and Mrak, Marta and Izquierdo, Ebroul “Optimised Compression Strategy in Wavelet-Based Video Coding using Improved Context Models” Image Processing (ICIP 2007), Proceedings of the 14th International Conference on. 2007, Vol.3, p.401--404. PDF
29. Zhang, Qianni and Izquierdo, Ebroul “Adaptive Salient Block Based Image Retrieval in Multi-Feature Space” Content-Based Multimedia Indexing (CBMI 2007), Proceedings of the 5th International Workshop on. 2007, p.106--113. PDF
30. Zhang, Qianni and Izquierdo, Ebroul “Context Inference in Region-based Image Retrieval” Semantic Media Adaptation and Personalization (SMAP 2007), Second International Workshop on. 2007, p.187--192. PDF
31. Zhang, Qianni and Chandramouli, Krishna and Damnjanovic, Uros and Piatrik, Tomas and Izquierdo, Ebroul and Corvaglia, Marzia and Adami, Nicola and Leonardi, Riccardo and Yakin, G. and Aksoy, Selim and Naci, Suphi Umut and Hanjalic, Alan and Vrochidis, Stefanos and Moumtzidou, Anastasia and Nikolopoulos, Spiros and Mezaris, Vasileios and Makris, Lambros and Kompatsiaris, Ioannis and Mansencal, Boris and Benois-Pineau, Jenny and Esen, Ersin and Alatan, A. Aydin and Spyrou, Evaggelos and Kapsalas, P. and Tolias, Giorgos and Mylonas, Phivos and Avrithis, Yannis S. and Reljin, Branimir and Zajic, Goran and Pinheiro, António M. G. and Alexandre, L. A. and Almeida, P. and Jarina, Roman and Kuba, Michal and Aginako, Naiara and Goya, J. “The COST292 experimental framework for TRECVID 2007” TRECVID 2007 workshop participants notebook papers. 2007, p.1--16PDF

2006

Journal Papers

1. Djordjevic, Divna and Izquierdo, Ebroul “Kernels in structured multi-feature spaces for image retrieval” Electronics Letters. 2006, Vol.42, No.15, p.856--857. PDF
2. Dorado, Andres and Djordjevic, Divna and Pedrycz, Witold and Izquierdo, Ebroul “Efficient image selection for concept learning” IEE Proceedings - Vision, Image and Signal Processing. 2006, Vol.153, No.3, p.263--273. PDF
3. Izquierdo, Ebroul “Knowledge-based digital media processing” IEE Proceedings - Vision, Image and Signal Processing. 2006, Vol.153, No.3, p.253--254. PDF
4. Pantic, Maja and Patras, Ioannis “Dynamics of facial expression: recognition of facial actions and their temporal segments from face profile image sequences” Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on. 2006, Vol.36, No.2, p.433--449. PDF
5. Rodríguez, Roberto and Castillo, Patricio J. and Guerra, Valia and Suárez, Ana G. and Izquierdo, Ebroul “Two Robust Techniques for Segmentation of Biomedical Images” Computacióny Sistemas. 2006, Vol.9, No.4, p.355--369. PDF
6. Trujillo, Maria and Izquierdo, Ebroul “Improving the Efficiency of a Least Median of Squares Schema for the Estimation of the Fundamental Matrix” International Journal of Pattern Recognition and Artificial Intelligence. 2006, Vol.20, No.5, p.633--648. PDF

Refereed Conference Papers

1. Calic, Janko and Kraemer, Petra and Naci, Suphi Umut and Vrochidis, Stefanos and Aksoy, Selim and Zhang, Qianni and Benois-Pineau, Jenny and Saracoglu, Ahmet and Doulaverakis, Charalampos and Jarina, Roman and Campbell, Neill and Mezaris, Vasileios and Kompatsiaris, Ioannis and Spyrou, Evaggelos and Koumoulos, George and Avrithis, Yannis and Dalkilic, A and Alatan, A. Aydin and Hanjalic, Alanand and Izquierdo, Ebroul “COST292 experimental framework for TRECVID 2006” TRECVID 2006 workshop participants notebook papers. 2006, p.1--15PDF
2. Calic, Janko and Kraemer, Petra and Naci, Suphi Umut and Vrochidis, Stefanos and Aksoy, Selim and Zhang, Qianni and Benois-Pineau, Jenny and Saracoglu, Ahmet and Doulaverakis, Charalampos and Jarina, Roman and Campbell, Neill and Mezaris, Vasileios and Kompatsiaris, Ioannis and Spyrou, Evaggelos and Koumoulos, George and Avrithis, Yannis and Dalkilic, A and Alatan, A. Aydin and Hanjalic, Alan and Izquierdo, Ebroul “COST292 experimental framework for TRECVID 2006” 4th TRECVID Workshop. 2006. PDF
3. Chandramouli, Krishna and Djordjevic, Divna and Izquierdo, Ebroul “Binary Particle Swarm and Fuzzy Inference for Image Classification” Proceedings of the 3rd IET International Conference on Visual Information Engineering (VIE 2006). Innovation and Creativity in Visual Media Processing and Graphics.. 2006, p.126--131. PDF
4. Chandramouli, Krishna and Izquierdo, Ebroul “Image Classification using Chaotic Particle Swarm Optimization” Image Processing (ICIP 2006), Proceedings of the 13th IEEE International Conference on. 2006, p.3001-3004. PDF
5. Chandramouli, Krishna and Izquierdo, Ebroul “Image classification using self organizing feature maps and particle swarm optimization” Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS 2006), Proceedings of the 7th European. 2006, p.313--316.
6. Damnjanovic, Ivan and Izquierdo, Ebroul “Capacity Enhancement of Compressed Domain Watermarking Channel Using Duo-binary Coding” Digital Watermarking. 5th International Workshop, IWDW 2006, Jeju Island, Korea, November 8-10, 2006. Proceedings.. 2006, p.162--176. PDF
7. Damnjanovic, Ivan and Ramzan, Naeem and Izquierdo, Ebroul “MPEG2 Watermarking Channel Protection Using Duo-Binary Turbo Codes” Acoustics Speech and Signal Processing (ICASSP 2006), Proceedings of the 31st IEEE International Conference on. 2006, Vol.2, p.301--304. PDF
8. Damnjanovic, Ivan and Izquierdo, Ebroul “Perceptual Watermarking Using Just Noticeable Difference Model Based on Block Classification” Proceedings of the 2nd international conference on mobile multimedia communications (MobiMedia 2006). 2006, No.36, p.1--5. PDF
9. Djordjevic, Divna and Izquierdo, Ebroul “Empirical Analysis of Descriptor Spaces and Metrics for Image Classifcation” Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS 2006), Proceedings of the 7th European. 2006, p.1--4. PDF
10. Djordjevic, Divna and Izquierdo, Ebroul “Relevance Feedback for Image Retrieval in Structured Multi-Feature Spaces” Proceedings of the 2nd international conference on mobile multimedia communications (MobiMedia 2006). 2006, No.25, p.1--5. PDF
11. Izquierdo, Ebroul and Djordjevic, Divna “Using Relevance Feedback to Bridge the Semantic Gap” Adaptive Multimedia Retrieval: User, Context, and Feedback. Proceedings of the 3rd International Workshop on Adaptive Multimedia Retrieval (AMR 2005). Revised. Selected Papers.. 2006, Vol.3877, p.19--34. PDF
12. Izquierdo, Ebroul “Knowledge-Based Image Processing for Classification and Recognition in Surveillance Applications” Image Processing (ICIP 2006), Proceedings of the 13th IEEE International Conference on. 2006, p.2377--2380. PDF
13. Mrak, Marta and Sprljan, Nikola and Izquierdo, Ebroul “Evaluation of Techniques for Modeling of Layered Motion Structure” Image Processing (ICIP 2006), Proceedings of the 13th IEEE International Conference on. 2006, p.1905--1908. PDF
14. Piatrik, Tomas and Chandramouli, Krishna and Izquierdo, Ebroul “Image Classification Using Biologically Inspired Systems” Proceedings of the 2nd International Conference on Mobile Multimedia Communications (MobiMedia 2006). 2006, Vol.324, No.28, p.1--5. PDF
15. Piatrik, Tomas and Izquierdo, Ebroul “Image Classification Using an Ant Colony Optimization Approach” Semantic Multimedia, Proceedings of the First International Conference on Semantic and Digital Media Technologies. 2006, Vol.4306, p.159--168. PDF
16. Ramzan, Naeem and Izquierdo, Ebroul “An Efficient Protection Scheme for Scalable Video Transmission over Unreliable Wireless Channels” Image Analysis for Multimedia Interactive Services (WIAMIS 2006), Proceedings of the 7th International Workshop on. 2006, p.261--264.
17. Ramzan, Naeem and Izquierdo, Ebroul “Double-Binary Turbo Code for Transmission of Scalable Video Bitstream” Proceedings ELMAR 2006. 2006, p.301--304. PDF
18. Ramzan, Naeem and Izquierdo, Ebroul “Joint Source-Channel Coding for Scalable Video Atomic Bitstream by Adaptive Turbo Code” Proceedings of the 2nd international conference on mobile multimedia communications (MobiMedia 2006). 2006, No.12, p.1--4. PDF
19. Ramzan, Naeem and Izquierdo, Ebroul “Robust Scalable Video Transmission using Adaptive Double Binary Turbo Code” Proceedings of the IET International Conference on Visual Information Engineering (VIE 2006). Innovation and Creativity in Visual Media Processing and Graphics.. 2006, p.239--243. PDF
20. Ramzan, Naeem and Izquierdo, Ebroul “Scalable Video Transmission Using Double Binary Turbo Code” Image Processing (ICIP 2006), Proceedings of the 13th International Conference on. 2006, p.1309--1312. PDF
21. Sprljan, Nikola and Mrak, Marta and Izquierdo, Ebroul “Optimised delta low-pass filter for UMCTF” Proceedings of the 3rd IET International Conference on Visual Information Engineering (VIE 2006). Innovation and Creativity in Visual Media Processing and Graphics.. 2006, p.283--286. PDF
22. Sprljan, Nikola and Mrak, Marta and Izquierdo, Ebroul “Motion Driven Adaptive Transform Based on Wavelet Transform for Enhanced Video Coding” Proceedings of the 2nd international conference on mobile multimedia communications (MobiMedia 2006). 2006, No.8, p.1--4. PDF
23. Stewart, Craig and Izquierdo, Ebroul “Knowledge Space of Semantic Inference for Automatic Annotation and retrieval of Multimedia Content -- K-Space” Poster and Demo Proceedings of 1st International Conference on Semantic and Digital Media Technologies (SAMT 2006). 6-8 December 2006, Athens, Greece.. 2006, p.71--72. PDF
24. Trujillo, Maria and Izquierdo, Ebroul “Exploiting Spatial Variability for Disparity Estimation” Poster and Demo Proceedings of 1st International Conference on Semantic and Digital Media Technologies (SAMT 2006). 6-8 December 2006, Athens, Greece.. 2006, p.19--20. PDF
25. Vaiapury, Karthikeyan and Atrey, Pradeep K. and Kankanhalli, Mohan S. and Ramakrishnan, Kalpathi “Non-identical duplicate video detection using the sift method” Visual Information Engineering, 2006. VIE 2006. IET International Conference on. 2006, Vol., No., p.537--542. PDF
26. Wan, Shuai and Izquierdo, Ebroul and Yang, Fuzheng and Chang, Yilin “End-to-End Rate-Distortion Optimized Motion Estimation” Image Processing (ICIP 2006), Proceedings of the 13th IEEE International Conference on. 2006, p.809--812. PDF
27. Wan, Shuai and Mrak, Marta and Izquierdo, Ebroul “Perceptually Adaptive Joint Deringing - Deblocking Filtering for Scalable Video Coding” Proceedings of the 2nd international conference on mobile multimedia communications (MobiMedia 2006). 2006, No.13, p.1--5. PDF
28. Wilkins, Peter and Adamek, Tomasz and Ferguson, Paul and Hughes, Mark and Jones, Gareth J.F. and Keenan, Gordon and McGuinness, Kevin and Malobabić, Jovanka and O'Connor, Noel E. and Sadlier, David and Smeaton, Alan F. and Benmokhtar, Rachid and Dumont, Emilie and Huet, Benoit and Merialdo, Bernard and Spyrou, Evaggelos and Koumoulos, George and Avrithis, Yannis and Moerzinger, Roland and Schallauer, Peter and Bailer, Werner and Zhang, Qianni and Piatrik, Tomas and Chandramouli, Krishna and Izquierdo, Ebroul and Goldmann, Lutz and Haller, Martin and Sikora, Thomas and Praks, Pavel and Urban, Jana and Hilaire, Xavier and Jose, Joemon M. “K-Space at TRECVid 2006” TRECVID 2006 workshop participants notebook papers. 2006, p.1--12.  PDF
29. Zgaljic, Toni and Sprljan, Nikola and Izquierdo, Ebroul “Bit-stream Allocation Methods for Wavelet Based Scalable Video Coding” Proceedings of the 2nd international conference on mobile multimedia communications (MobiMedia 2006). 2006, No.16, p.1--6. PDF
30. Zgaljic, Toni and Mrak, Marta and Sprljan, Nikola and Izquierdo, Ebroul “An Entropy Coding Scheme for Multi-Component Scalable Motion Information” Acoustics Speech and Signal Processing (ICASSP 2006), Proceedings of the 31st IEEE International Conference on. 2006, Vol.2, p.561--564. PDF
31. Zhang, Qianni and Izquierdo, Ebroul “A Bayesian Network Approach to Multi-feature Based Image Retrieval” Semantic Multimedia. First International Conference on Semantics and Digital Media Technologies (SAMT 2006). Athens, Greece, 6-8 December 2006. Proceedings.. 2006, Vol.4306, p.138--147. PDF
32. Zhang, Qianni and Izquierdo, Ebroul “A Multi-Feature Optimization Approach to Object-Based Image Classification” Image and Video Retrieval (CIVR 2006), 5th International Conference. Tempe, Arizona, 13-15 July 2006. Proceedings. 2006, Vol.4071, p.310--319.       PDF
33. Zhang, Qianni and Izquierdo, Ebroul “A New Approach to Image Retrieval in a Multi-Feature Space” Image Analysis for Multimedia Interactive Services (WIAMIS 2006), Proceedings of the 7th International Workshop on. 2006, p.325--328.
34. Qianni Zhang and Izquierdo, Ebroul “Optimizing Metrics Combining Low-Level Visual Descriptors for Image Annotation and Retrieval” Acoustics Speech and Signal Processing (ICASSP 2006), Proceedings of the 31st IEEE International Conference on. 2006, Vol.2, p.405--408. PDF
35. Zhang, Qianni and Izquierdo, Ebroul “Multi-Feature Based Face Detection” Proceedings of the 3rd IET International Conference on Visual Information Engineering (VIE 2006). Innovation and Creativity in Visual Media Processing and Graphics.. 2006, p.572--576. PDF

1. Izquierdo, Ebroul “Fragile Watermarking for Image Authentication” Multimedia Watermarking Techniques And Applications. 2006, p.229--256. PDF
2. Marta Mrak and Ebroul Izquierdo “Scalable Video Coding” Encyclopedia of Multimedia. 2006, p.759--765.

Thesis and Monographs

1. Djordjevic, Divna “User Relevance Feedback, Search and Retrieval of Visual Content”. 2006, p.1--180. PDF
2. Mrak, Marta “Motion Scalability for Video Coding with Flexible Spatio-Temporal Decompositions”. 2006, p.1--172. PDF

Selected Technical Reports

1. Adami, Nicola and Izquierdo, Ebroul and Leonardi, Riccardo and Mrak, Marta and Signoroni, Alberto and Zgaljic, Toni “Efficient Wavelet-based Video Compression” 39th JPEG WG1 meeting.. 2006. PDF

2005

Journal Papers

1. Mrak, Marta and Sprljan, Nikola and Izquierdo, Ebroul “Motion estimation in temporal subbands for quality scalable motion coding” Electronics Letters. 2005, Vol.41, No.19, p.1050--1051. PDF

Refereed Conference Papers

1. Damnjanovic, Ivan and Izquierdo, Ebroul “Capacity Enhancement of Compressed Video Watermarking Using Turbo Codes” Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS 2005), Proceedings of the 6th European. 2005, p.1--4. PDF
2. Damnjanovic, Ivan and Izquierdo, Ebroul “Turbo Coding Protection of Compressed Domain Watermarking Channel” ``Computer as a Tool'' (EUROCON 2005), Proceedings of the International Conference on. 2005, Vol.2, p.171--174. PDF
3. Djordjevic, Divna and Dorado, Andres and Izquierdo, Ebroul and Pedrycz, Witold “Concept-Oriented Sample Images Selection” Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS 2005), Proceedings of the 6th European. 2005, p.1--4. PDF
4. Djordjevic, Divna and Zhang, Qianni and Izquierdo, Ebroul “Fusion of semantic and visual information for automatic indexing and annotation of key frame images” Integration of Knowledge, Semantics and Digital Media Technology (EWIMT 2005), Proceedings of the 2nd European Workshop on the. 2005, p.293--299. PDF
5. Djordjevic, Divna and Izquierdo, Ebroul “Relevance Feedback in Content-based Image Retrieval Systems, an Overview and Analysis” ``Computer as a Tool'' (EUROCON 2005), Proceedings of the International Conference on. 2005, Vol.2, p.143--146. PDF
6. Dorado, Andres and Pedrycz, Witold and Izquierdo, Ebroul “User-Driven Fuzzy Clustering: On the Road to Semantic Classification” Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing, Proceedings of the 10th International Conference on. 2005, Vol.3641, p.421--430. PDF
7. Izquierdo, Ebroul and Dorado, Andres “Climbing the Semantic Ladder: Towards Semantic Semi-Automatic Image Annotation using MPEG-7 Descriptor Schemas” Computer Architecture for Machine Perception (CAMP 2005), Proceedings of the 7th International Workshop on. 2005, p.257--262. PDF
8. Izquierdo, Ebroul “Image segmentation combining non-linear diffusion and the Nystrom extension” Proceedings of the SPIE 2005 Visual Communications and Image Processing (VCIP 2005). 2005, Vol.5960, p.1686--1694. PDF
9. Izquierdo, Ebroul “Knowledge Space of Semantic Inference for Automatic Annotation and Retrieval of Multimedia Content -KSpace-” Integration of Knowledge, Semantics and Digital Media Technology (EWIMT 2005), Proceedings of the 2nd European Workshop on the. 2005, p.441--442. PDF
10. Kitanovski, Vlado and Taskovski, Dimitar and Bogdanova, Sofilja “Watermark Generation using Image-dependent Key for Image Authentication” ``Computer as a Tool'' (EUROCON 2005), Proceedings of the International Conference on. 2005, Vol.2, p.947--950. PDF
11. Mrak, Marta and Sprljan, Nikola and Izquierdo, Ebroul “A Resolution Adaptive Interpolation Technique for Enhanced Decoding of Scalable Coded Video” Acoustics, Speech, and Signal Processing (ICASSP 2005), Proceedings of the 30th IEEE International Conference on. 2005, Vol.2, p.353--356. PDF
12. Pani, Danilo and Passino, Giuseppe and Raffo, Luigi “Run-time adaptive resources allocation and balancing on nanoprocessors arrays” Digital System Design (DSD 2005), Proceedings of the 8th Euromicro Conference on. 2005, p.492--499. PDF
13. Peixoto, Eduardo and de Queiroz, Ricardo L. and Mukherjee, Debargha “Mobile video communications using a Wyner-Ziv transcoder” Proceedings of the SPIE 2008 Visual Communications and Image Processing (VCIP 2008). 2005, Vol.6822, No.28, p.1069-1079. PDF
14. Sprljan, Nikola and Mrak, Marta and Izquierdo, Ebroul “A fast error protection scheme for transmission of embedded coded images over unreliable channels and fixed packet size” Acoustics, Speech, and Signal Processing (ICASSP 2005), Proceedings of the 30th IEEE International Conference on. 2005, Vol.3, p.741--744. PDF
15. Sprljan, Nikola and Mrak, Marta and Abhayaratne, Charith and Izquierdo, Ebroul “A Scalable Coding Framework for Efficient Video Adaptation” Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS 2005), Proceedings of the 6th European. 2005, p.1--4. PDF
16. Trujillo, Maria and Izquierdo, Ebroul “Combining K-Means and Semivariogram-Based Grid Clustering” Proceedings of the 47th International Symposium on Electronics in Marine (ELMAR 2005). 2005, p.9--12. PDF
17. Zeljkovic, Vesna and Pokrajac, Dragoljub and Dorado, Andres and Izquierdo, Ebroul “Moving Object Detection under Significant Changes of Lighting” Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS 2005), Proceedings of the 6th European. 2005. PDF
18. Zgaljic, Toni and Sprljan, Nikola and Izquierdo, Ebroul “Bitstream Syntax Description based Adaptation of Scalable Video” Integration of Knowledge, Semantics and Digital Media Technology (EWIMT 2005), Proceedings of the 2nd European Workshop on the. 2005, p.173--178. PDF
19. Zgaljic, Toni and Sprljan, Nikola and Izquierdo, Ebroul “Scalable Video Adaptation based on Bitstream Syntax Description” Proceedings of 2nd Workshop on Immersive Communication and Broadcast Systems (ICOB 2005). 2005. PDF

Thesis and Monographs

1. Djordjević, Ivan “Watermarking of MPEG2 Video Streams”. 2005, p.1--138. PDF
2. Dorado, Andres “Towards Semantic-Based Image Annotation”. 2005, p.1--120. PDF
3. TRUJILLO URIBE, MARIA PATRICIA “A COMPUTATIONAL FRAMEWORK FOR STEREO IMAGING”. 2005, p.1--232. PDF

2004

Journal Papers

1. Dorado, Andres and Calic, Janko and Izquierdo, Ebroul “A Rule-Based Video Annotation System” Circuits and Systems for Video Technology, IEEE Transactions on. 2004, Vol.14, No.5, p.622--633. PDF
2. Grgić, Sonja and Grgić, Mislav and Mrak, Mrak “Reliability of Objective Picture Quality Measures” Journal of Electrical Engineering. 2004, Vol.55, No.1-2, p.3--10. PDF
3. Izquierdo, Ebroul and Katsaggelos, Aggelos Konstantinos and Strintzis, Michael G. “Introduction to the Special Issue on Audio and Video Analysis for Multimedia Interactive Services” Circuits and Systems for Video Technology, IEEE Transactions on. 2004, Vol.14, No.5, p.569--571.
4. Zeljkovic, Vesna, and Dorado, Andres and Trpovski, Željen and Izquierdo, Ebroul “Classification of building images in video sequences” Electronics Letters. 2004, Vol.40, No.3, p.169--170. PDF
5. Zeljkovic, Vesna and Dorado, Andres and Izquierdo, Ebroul “Combining a Fuzzy Rule-Based Classifier and Illumination Invariance for Improved Building Detection” Circuits and Systems for Video Technology, IEEE Transactions on. 2004, Vol.14, No.11, p.1277--1280. PDF

Refereed Conference Papers

1. Dorado, Andres and Izquierdo, Ebroul “Exploiting Problem Domain Knowledge for Accurate Building Image Classification” Image and Video Retrieval. Proceedings of the 3rd International Conference on Image and Video Retrieval (CIVR 2004).. 2004, Vol.3115, p.199--206. PDF
2. Dorado, Andres and Djordjevic, Divna and Izquierdo, Ebroul and Pedrycz, Witold “Supervised Semantic Scene Classification Based on Low-Level Clustering and Relevance Feedback” Integration of Knowledge, Semantics and Digital Media Technology (EWIMT 2004), Proceedings of the 1st European Workshop on the. 2004, p.441--442. PDF
3. Izquierdo, Ebroul and Damnjanovic, Ivan and Villegas, Paulo and Xu, Li-Qun and Herrmann, Stephan “Bringing user satisfaction to media access: the IST BUSMAN Project” Information Visualisation (IV 2004), Proceedings of the 8th International Conference on. 2004, p.444--449. PDF
4. Izquierdo, Ebroul and Guerra Ones, Valia “Numerical Stability of Nystrom Extension for Image Segmentation” Machine Learning for Signal Processing (MLSP 2004), Proceedings of the 14th IEEE Signal Processing Society Workshop on. 2004, p.609--614. PDF
5. Izquierdo, Ebroul “A Technique for Secure Image Authentication” Proceedings of the 46th International Symposium on Electronics in Marine (ELMAR 2004). 2004, p.67--73. PDF
6. Lui, Tsz Ying and Izquierdo, Ebroul “Automatic Detection of Human Faces in Natural Scene Images by Use of Skin Colour and Edge Distribution” Image Analysis for Multimedia Interactive Services (WIAMIS 2004), Proceedings of the 5th International Workshop on. 2004, p.112--117. PDF
7. Mrak, Marta and Abhayaratne, Guruge Charith Kanchana and Izquierdo, Ebroul “On the influence of motion vector precision limiting in scalable video coding” Signal Processing (ICSP 2004), Proceedings of the 7th International Conference on. 2004, Vol.2, p.1143--1146. PDF
8. Mrak, Marta and Sprljan, Nikola and Izquierdo, Ebroul “An Overview of Basic Techniques behind Scalable Video Coding” Proceedings of the 46th International Symposium on Electronics in Marine (ELMAR 2004). 2004, p.597--602. PDF
9. Mrak, Marta and Izquierdo, Ebroul “Resolution Scalability Drawbacks of an MCTF Video Coder” Proceedings of the Postgraduate Research Conference in Electronics, Photonics, Communications & Networks, and Computing Science (PREP2004). 2004, p.176--177.
10. Mrak, Marta and Sprljan, Nikola and Abhayaratne, Charith and Izquierdo, Ebroul “Scalabled Generation and Coding of Motion Vectors for Highly Scalable Video Coding” Proceedings of the 24th Picture Coding Symposium (PCS 2004). 2004, p.
11. Mrówka, Edyta and Dorado, Andres and Pedrycz, Witold and Izquierdo, Ebroul “Dimensionality Reduction for Content-Based Image Classification” Information Visualisation (IV 2004), Proceedings of the 8th International Conference on. 2004, p.435--438. PDF
12. Sprljan, Nikola and Djordjevic, Divna and Izquierdo, Ebroul “Scalability Evaluation of Still Image Coders” Image Analysis for Multimedia Interactive Services (WIAMIS 2004), Proceedings of the 5th International Workshop on. 2004, p.1--4. PDF
13. Trujillo, Maria and Izquierdo, Ebroul “A Robust Correlation Measure for Correspondence Estimation” 3D Data Processing, Visualization and Transmission (3DPVT 2004), Proceedings of the 2nd International Symposium on. 2004, p.155--162. PDF
14. Xu, Li-Qun and Villegas, Paulo and Díez, Mónica and Izquierdo, Ebroul and Herrmann, Stephan and Bottreau, Vincent and Damnjanovic, Ivan and Papworth, Damien “A User-Centred System for End-to-End Secure Multimedia Content Delivery: From Content Annotation to Consumer Consumption” Image and Video Retrieval. Proceedings of the 3rd International Conference on Image and Video Retrieval (CIVR 2004).. 2004, Vol.3115, p.656--664. PDF
15. Zeljkovic, Vesna and Dorado, Andres and Izquierdo, Ebroul “A Modified Shading Model Method for Building Detection” Image Analysis for Multimedia Interactive Services (WIAMIS 2004), Proceedings of the 5th International Workshop on. 2004, p.1--4. PDF
16. Sprljan, Nikola and Mrak, Marta and Izquierdo, Ebroul “Image Compression Using a Cartoon-Texture Decomposition Technique” Image Analysis for Multimedia Interactive Services (WIAMIS 2004), Proceedings of the 5th International Workshop on. 2004, p.1--4.             PDF

1. Izquierdo, Ebroul “Fragile Watermarking for Image Authentication” Multimedia Security Handbook. 2004, p.359--386. PDF

Thesis and Monographs

1. Lui, Tsz Ying “Face Detection in Colour Images by ICA-SVM Architecture”. 2004, p.1--74. PDF

2003

Journal Papers

1. Izquierdo, Ebroul “Efficient and Accurate Image Based Camera Registration” Multimedia, IEEE Transactions on. 2003, Vol.5, No.3, p.293--302. PDF
2. Izquierdo, Ebroul and Guerra, Valia “Estimating the Essential Matrix by Efficient Linear Techniques” Circuits and Systems for Video Technology, IEEE Transactions on. 2003, Vol.13, No.9, p.925--935. PDF
3. Izquierdo, Ebroul and Guerra, Valia “An ill-posed operator for secure image authentication” Circuits and Systems for Video Technology, IEEE Transactions on. 2003, Vol.13, No.8, p.842--852. PDF
4. Izquierdo, Ebroul and Kim, Hyoung-Joong and Macq, Benoit “Introduction to the Special Issue on Authentication, Copyright Protection, and Information Hiding” Circuits and Systems for Video Technology, IEEE Transactions on. 2003, Vol.13, No.8, p.729--731. PDF

Refereed Conference Papers

1. Sprljan, Nikola; Izquierdo, Ebroul “New Perspectives on Image Compression Using a Cartoon - Texture Decomposition Model” Video/Image Processing and Multimedia Communications (VIPMC 2003), Proceedings of the 4th EURASIP Conference focused on. 2003, Vol.1, p.359--368. PDF
2. Dorado, Andres and Izquierdo, Ebroul “An Approach for Supervised Semantic Annotation” Proceedings of the 4th European Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS 2003). 2003, p.117--121. PDF
3. Dorado, Andres and Izquierdo, Ebroul “Knowledge Representation of Low Level Features for Semantic Video Analysis” Proceedings of the Workshop on Multimedia Discovery and Mining (MDM 2003) [at ECML/PKDD 2003]. Cavtat-Dubrovnik, Croatia, 22-26 September 2003.. 2003, p.72--83.
4. Dorado, Andres and Izquierdo, Ebroul “Semantic Labeling of Images Combining Color, Texture and Keywords” Image Processing (ICIP 2003), Proceedings of the 10th International Conference on. 2003, Vol.3, p.9--12. PDF
5. Dorado, Andres and Izquierdo, Ebroul “Semi-Automatic Image Annotation Using Frequent Keyword Mining” Information Visualisation (IV 2003), Proceedings of the 7th International Conference on. 2003, p.532--535. PDF
6. Feng, Yi and Izquierdo, Ebroul “Robust Local Watermarking on Salient Image Areas” Digital Watermarking. First International Workshop, IWDW 2002, Seoul, Korea, November 21-22, 2002. Revised Papers. 2003, p.189--201. PDF
7. Izquierdo, Ebroul and Casas, Josep R. and Leonardi, Riccardo and Migliorati, Pierangelo and O'Connor, Noel E. and Kompatsiaris, Ioannis and Strintzis, Michael G. “Advanced Content-Based Semantic Scene Analysis and Information Retrieval: The Schema Project” Proceedings of the 4th European Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS 2003). 2003, p.519--528. PDF
8. Izquierdo, Ebroul and Guerra Ones, Valia “Optimizing the Efficiency of Linear Techniques to Estimate the Epipolar Geometry” 4th European Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS 2003), London, England, 9-11 April 2003. 2003, p.439--444. PDF
9. Izquierdo, Ebroul “Successive approximations for scalable content and content descriptors in multimedia applications” Video/Image Processing and Multimedia Communications (VIPMC 2003), Proceedings of the 4th EURASIP Conference focused on. 2003, Vol.1, p.137--142. PDF
10. Lui, Tsz Ying and Izquierdo, Ebroul “Scalable Object-Based Image Retrieval” Image Processing (ICIP 2003), Proceedings of the 10th International Conference on. 2003, Vol.3, p.501--504. PDF
11. O'Connor, Noel E. and Sav, Sorin and Adamek, Tomasz and Mezaris, Vasileios and Kompatsiaris, Ioannis and Lui, Tsz Ying and Izquierdo, Ebroul and Bennström, Christian Ferran and Casas, Josep R. “Region and Object Segmentation Algorithms in the Qimera Segmentation Platform” Proceedings of the 3rd International Workshop on Content-Based Multimedia Indexing (CBMI 2003). 2003, p.1--8. PDF
12. Trujillo, Maria and Izquierdo, Ebroul “KLT-Based Linear Scaling for the Estimation of the Fundamental Matrix” Proceedings of the 4th European Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS 2003). 2003, p.411--416. PDF
13. Trujillo, Maria and Izquierdo, Ebroul “Robust Estimation of the Fundamental Matrix by Exploiting Disparity Redundancies” Proceedings of the 1st IASTED International Conference on Visualization, Imaging, and Image Processing (VIIP 2003). 2003, p.1--6.             PDF
14. Villegas, Paulo and Herrmann, Stephan and Izquierdo, Ebroul and Teh, Jonathan and Xu, Li-Qun “An Environment for Efficient Handling of Digital Assets” Proceedings of the 4th European Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS'03). 2003, p.529--536. PDF
15. Wang, Yulin and Izquierdo, Ebroul “High-Capacity Data Hiding in MPEG-2 Compressed Video” Recent Trends in Multimedia Information Processing: Proceedings of the 9th International Workshop on Systems, Signals and Image Processing (IWSSIP 2002). 2003, p.212--218. PDF

1. Izquierdo, Ebroul “Hierarchy Embedded Content and Content Descriptors as Basis for Cross-Media Applications” Cross-Media Service Delivery. 2003, Vol.740, p.121--132. PDF

2002

Journal Papers

1. Bais, Michel and Cosmas, John and Dosch, Christoph and Engelsberg, Andreas and Erk, Alexander and Hansen, Per Steinar and Healey, Pat and Klungsoeyr, Gunn Kristin Klungsoeyr and Mies, Ronald and Ohm, Jens-Rainer and Paker, Yakup and Pearmain, Alan and Pedersen, Lena and Sandvand, Åsmund and Schäfer, Rainer and Schoonjans, Peter and Stammnitz, Peter “Customized Television: Standards Compliant Advanced Digital Television” Broadcasting, IEEE Transactions on. 2002, Vol.48, No.2, p.151--158.       PDF
2. Calic, Janko and Izquierdo, Ebroul “Temporal Segmentation of MPEG Video Streams” EURASIP Journal on Applied Signal Processing. 2002, No.6, p.561--565. PDF
3. Izquierdo, Ebroul and Ghanbari, Mohammed “Key Components for an Advanced Segmentation System” Multimedia, IEEE Transactions on. 2002, Vol.4, No.1, p.97--113. PDF
4. Izquierdo, Ebroul “Using Invariant Image Features for Synchronization in Spread Spectrum Image Watermarking” EURASIP Journal on Advances in Signal Processing. 2002, No.4, p.412--419. PDF

Refereed Conference Papers

1. Calic, Janko and Izquierdo, Ebroul “A Multiresolution Technique for Video Indexing and Retrieval” Image Processing (ICIP 2002), Proceedings of the 9th International Conference on. 2002, Vol.1, p.952--955. PDF
2. Calic, Janko and Sav, Sorin and Izquierdo, Ebroul and Marlow, Seán and Murphy, Noel and O'Connor, Noel E. “Temporal Video Segmentation For Real-Time Key Frame Extraction” Acoustics Speech and Signal Processing (ICASSP 2002), Proceedings of the 27th IEEE International Conference on. 2002, Vol.4, p.3632--3635. PDF
3. Dorado, Andres and Izquierdo, Ebroul “Fuzzy color signatures” Image Processing (ICIP 2002), Proceedings of the 9th International Conference on. 2002, Vol.1, p.433--436. PDF
4. Izquierdo, Ebroul “Computational Experiments with Area-Based Stereo for Image-Based Rendering” 3D Data Processing Visualization and Transmission (3DPVT 2002), Proceedings of the 1st International Symposium on. 2002, p.168--171. PDF
5. Izquierdo, Ebroul “Compact Hierarchical Image Descriptors” Information Visualisation (IV 2002), Proceedings of the 6th International Conference on. 2002, p.627--630. PDF
6. Izquierdo, Ebroul and Xia, Jianhui and Mech, Roland “A Generic Video Analysis and Segmentation System” Acoustics Speech and Signal Processing (ICASSP 2002), Proceedings of the 27th IEEE International Conference on. 2002, Vol.4, p.3592--3595. PDF
7. Izquierdo, Ebroul “How Accurate should be Disparities Estimated for Image-based Rendering?” Video/Image Processing and Multimedia Communications (VIPromCom 2002), Proceedings of the 4th EURASIP-IEEE Region 8 International Symposium on. 2002, p.69--74. PDF
8. Izquierdo, Ebroul “A Low Access Latency Video Portal” Circuits and Systems for Communications (ICCSC 2002), Proceedings of the 1st IEEE International Conference on. 2002, p.226--229. PDF

2001

Journal Papers

1. Izquierdo, Ebroul and Guerra Ones, Valia “Improving efficiency of linear techniques to estimate epipolar geometry” Electronics Letters. 2001, Vol.37, No.15, p.952--954. PDF

Refereed Conference Papers

1. Calic, Janko and Izquierdo, Ebroul “Towards Real-Time Shot Detection in the MPEG Compressed Domain” 3rd Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS 2001).. 2001, p.1--5. PDF
2. Izquierdo, Ebroul and Feng, Jun “A Hierarchical Approach for Low-Access Latency Image Indexing and Retrieval” Image Processing (ICIP 2001), Proceedings of the 8th International Conference on. 2001, Vol.1, p.38--41. PDF
3. Izquierdo, Ebroul “Image Based Rendering using Rational Filters” Information Visualization (IV 2001), Proceedings of the 5th IEEE International Conference on. 2001, p.311--316. PDF
4. Charalambos, Jean Pierre and Izquierdo, Ebroul “Linear Programming Concept Visualization” Information Visualization (IV 2001), Proceedings of the 5th IEEE International Conference on. 2001, p.529--535. PDF
5. Izquierdo, Ebroul and Guerra, Valia “A Novel Linear Technique to Estimate the Epipolar Geometry” Acoustics, Speech, and Signal Processing (ICASSP 2001), Proceedings of the 26th IEEE International Conference on. 2001, Vol.3, p.1657--1660. PDF
6. Kay, Selena and Izquierdo, Ebroul “Robust Content Based Image Watermarking” Proceedings of the 3rd Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS 2001).. 2001, p.1--4. PDF

1. Izquierdo, Ebroul “Shape Extraction by Nonlinear Diffusion” Approximation, Optimization and Mathematical Economics. 2001, p.177--190. PDF