Christophe GARCIA

Fellow Expert

In Pattern Recognition, Image Indexing and Computer Vision

France Télécom
Recherche & Développement / Orange Labs
Head of the Multimedia content anAlysis technologieS (MAS)  group

4 rue du Clos Courtel - BP 91226 - 35512 Cesson Sévigné Cedex
Tel: +33 2 99 12 48 84
Fax: +33 2 99 12 40 98

christophe.garcia 'at' orange-ftgroup.com
http://www.francetelecom.com/rd/

 

 

Short Bio

 

Christophe Garcia received his PhD degree in computer vision from the University of Lyon I, France, in 1994 and his Habilitation à Diriger des Recherches (HDR) from Insa Lyon / University of Lyon I, in 2009. He has been involved in various computer vision research projects during his stay of two years at the IBM Vision Automation Group, France, and one year at the Computer Vision Center of the Autonomous University of Barcelona, Spain. As a fellow of the European Consortium in Informatics and Mathematics (ERCIM), he spent one year at the German National Research Center (now Fraunhofer Institute), working toward the development of autonomous and multiagents robots. From 1997 to 2000, he was a researcher at the Foundation for Research and Technology Hellas (FORTH), Greece, where he was involved in several advanced EU projects in the field of video and image analysis. From 2000 to 2002, he was a visiting Professor at the Computer Science Department of the University of Crete, Greece, where he was teaching Artificial Neural Networks  and Pattern Recognition. In 2003, he spent 10 months at IRISA-INRIA, Rennes, France, working in the field of automatic video structuring and indexing.

In december 2003, Dr. Garcia joined France Telecom R&D / Orange Labs, where he is Fellow Expert Researcher in Pattern Recognition, Neural Networks and Image Indexing and manager of the Multimedia Content Analysis Techynologies group. He is senior member of the "Société de l'Electricité, de l'Electronique et des Technologies de l'Information et de la Communication" (SEE).

His current technical and research activities are in the areas of neural networks, pattern recognition, image and video indexing, and computer vision.

He holds 17 industrial patents and has published more than 90 articles in international conferences and journals. He has served in more than 30 program committees of international conferences and is an active reviewers in 15 international journals where he co-organized  several special issues. He is currently associate editor of  Int. Journal of Visual Communication and Image Representation (Elsevier), Image and Video Processing (Hindawi), Pattern Analysis and Application (Springer-Verlag) and Pattern Recognition (Elsevier).

 

 

 

Current Position

Since December 2003, I am working at France Telecom division Research as a

Computer Vision and Pattern Recognition Fellow Expert, Scientific leader for Image and Video Indexing Activities, Co-manager of the "Capture and Interpretation Technologies" research domain

          FT R&D      


Former Positions

  (Feb. 2003 - Nov. 2003) Texmex Team -- IRISA / Inria Rennes. France
  Senior Research Engineer 

Irisa


  (Sep. 2002 - Dec. 2002) Computer Science Department -- University of Crete, Heraklion, Greece
  Visiting Associate Professor

CSD-UoC

 

  (Nov. 1997 - Aug. 2000) Institute of Computer Science -- Foundation for Research and Technology-Hellas (FORTH), Greece
  Associate Researcher

ICS-Forth


  (Sept. 1996 - Oct. 1997) Adaptive System Group (AS), German National Research Center for Information technology (GMD), Germany
  Post-Doctoral Position ERCIM Fellow & Research Associate

GMD


  (Sept. 1995 - Aug. 1996) Computer Vision Center (CVC), Universitat Autonoma de Barcelona (UAB), Spain
  Project Manager

CVC


  (Sept. 1993 - Aug. 1995) Laboratoire d'Informatique Graphique, Image et Modelisation (LIGIM), Universite Claude Bernard, Lyon I, France
  Assistant Professor

LIGIMUCBL


  (Sept. 1991 - Aug. 1993) Vision Automation Group, Montpellier IBM Plant, France
  Doctoral Research Associate

IBM

 

 

Research Activities

 

 

  • Computer Vision
  • Pattern Recognition
  • Machine Learning
  • Neural Networks
  • Object Detection and Recognition
  • Multimedia Content Indexing
  • Image and Video indexing
  • Document Analysis and Recognition
  • Facial Image Processing
  • Embedded Vision Systems

 

 

 

Publications

 

More than 90 articles and 17 patents in research areas covering computer vision,

image and video analysis, pattern recognition and neural networks

 

 

  Journal papers

 

[1]          Séguier R., Le Gallou S., Breton G., Garcia C., "Adapted Active Appearance Models", EURASIP Journal on Image and Video Processing (IVP), Hindawi, Volume 2009 (2009), Article ID 945717, 14 pages.

[2]          Duffner S., Garcia C., "Robust Hierarchical Detection of Facial Features in Complex Scenes", Pattern Analysis and Application, accepted, to appear, 2009.

[3]          Séguier R., Le Gallou S., Breton G., Garcia C., "Modèles Actifs d'Apparences Adaptés", Traitement du Signal (TS), 25:5, 2008.

[4]          Berrani S.-A., Garcia C., "Robust detection of outliers for projection-based face recognition methods", Multimedia Tools and Applications,  38(2): 271-291, 2008

[5]          Garcia C., Cootes T. Ostermann J., "Facial Image Processing", EURASIP Journal on Image and Vision Processing, Hindawi Publishing Corporation, Vol. 127, december 2007, p.1-2.

[6]          Mamalet F., Roux S., Garcia C., "Real Time Video Convolutional Face Finder on embedded platforms", EURASIP Journal on Embedded Systems, Hindawi, volume 2007 ,  Issue 1, January  2007.

[7]          Bidaut G., Manion F., Garcia C., Ochs M., "WaveRead: Automatic Measurement of Relative Gene Expression Levels from Microarrays using Wavelet Analysis", Journal of Biomedical Informatics,  39(4), August 2006, p.379-388.

[8]          Garcia C., Delakis M., “Convolutional Face Finder: A Neural Architecture for Fast and Robust Face Detection”, IEEE Transactions on Pattern Analysis and Machine Intelligence, 26(11), November 2004, p. 1408-1423.

[9]          Garcia C., Tziritas G., “Optimal projection of 2-D displacements for 3-D translational motion estimation”, Image and Vision Computing, 20(11), October 2002, p. 793-804.

[10]      Sifakis E., Garcia C., Tziritas G., “Bayesian Level Sets for Image Segmentation”, Journal of Visual Communication and Image Representation, 13(1), March 2002, p. 44-54.

[11]      Garcia C., Zikos G., Tziritas G., “Wavelet Packet Analysis for Face Recognition”, Image and Vision Computing, Elsevier, 18(4), Feb. 2000, p. 289-297.

[12]      Garcia C., “Fully Vision-based Calibration of a Hand-Eye Robot”, Autonomous Robots, Kluwer Academic Publishers, 6(2), May 1999, p. 223-238.

[13]      Garcia C., Tziritas G., “Face Detection Using Quantized Skin Color Region Merging and Wavelet Packet Analysis”, IEEE Transactions on Multimedia, 1(3), September 1999, p.264-277.

[14]      Dornaika F., Garcia C., “Pose Estimation Using Point and Line Correspondences”, Journal of Real-Time Imaging, Academic Press, 5(3), June 1999, p. 215-230.

[15]      Garcia C., Bouakaz S., Vandorpe D., “Réseau de Hopfield : un outil pour la mise en correspondance”, Traitement du Signal (TS), 12(2), July 1995, p. 159-168.

 

Book Chapters

 

[16]      Lalioti V., Garcia C., Hasenbrink F., “Meet.Me@CyberStage”, Virtual Environments, M. Goebel et. al. (eds) Springer-Verlag Series, Vienne,  ISBN 3-24-83233-5, Autumn 1998.

[17]      Everingham M., Zisserman A., Williams C. K. I., Van Gool L., Moray A., Bishop C. M., Chapelle O., Dalal N., Deselaers T., Dorkó G., Duffner S., Eichhorn J., Farquhar J. D. R., Fritz M., Garcia C., Griffiths T., Jurie F., Keysers T., Koskela M., Laaksonen J., Larlus D., Leibe B., Meng H., Ney H., Schiele B., Schmid C., Seemann E., Shawe-Taylor J., Storkey A., Szedmak S., Triggs B., Ulusoy I., Viitaniemi V., and Zhang J., “The 2005 PASCAL Visual Object Classes Challenge”,  Selected Proceedings of the first PASCAL Challenges Workshop, (eds) F. d'Alche-Buc, I. Dagan, J. Quinonero, Lecture Notes in Artificial IntelIigence, Springer, ISBN 3-540-33427-0, 2005, p.117-176.

[18]      Hirano Y., Garcia C., Sukthankar R., Hoogs A., Industry and Object Recognition: Applications, Applied Research and Challenges”, Towards Category-Level Object Recognition,  J. Ponce et. al. (eds) Springer-Verlag Series, 2006,  p. 30-42.

Patents

 

[19]      Visani M., Garcia C., Laurent C., "Procédé pour la reconnaissance de visage à Analyse Linéaire Discriminante Bidimensionnelle",  EP20040767263 , WO2004FR01395, 2004.

[20]      Laurent C., Ros J., Garcia C., "Procédé de reconnaissance d'images par cartes auto-organisatrices",  FR20050001529, WO2006FR00341, 2005.

[21]      Berrani S.A, Garcia C., "Procédé d'identification de visages à partir d'images de visage, dispositif et programme correspondant", FR20050003047, US20060910158, WO2006EP61109,  2005.

[22]      Garcia C., Duffner S., "Système et procédé de localisation de points d'intérêt dans une image d'objet mettant en œuvre un réseau de neurones", FR20050003177, US20060910159, WO2006EP61110, 2005

[23]      Breton G., Garcia C., Pelé D., "Procédé d’animation d’un agent conversationnel tridimensionnel mettant en œuvre une étape de contrôle du comportement visuel, dispositif et programme d’ordinateur correspondants.", FR20050009513, WO2006EP66428,  2005.

[24]      Le Gallou S., Garcia C., Breton G., Séguier R., "Cartes de Distance : application  d'un prétraitement robuste à l'illumination pour les méthodes de modèles déformables", FR20050011032, WO2006EP67876,  2005.

[25]      Denjean M., Audoin A., Garcia C., "Procédé de collecte automatique des visèmes d’un sujet", FR200600051056,  2006.

[26]      Garcia C., Duffner S., "Procédé de recadrage d'images de visage", FR20060053734,  WO2007FR51900, 2006.

[27]      Berrani S.A., Garcia C., "Procédé de classification d'images de visages en poses", FR20060055795, WO2007FR52522, 2006.

[28]      Garcia C., Duffner S., "Procédé de reconnaissance de visages par reconstruction croisée non linéaire ", FR20060055929, WO2007FR52569,  2006.

[29]      Garcia C., Saïdane Z., "Procédé de binarisation d'images de texte dans des images couleur", FR20060055932, WO2007FR52527,  2006.

[30]      Le Gallou S., Garcia C., G. Breton, Séguier R., "Procédé et dispositif de modélisation d'un objet dans une image", FR20070055311, 2007.

[31]      Lefebvre G., Garcia C., "Procédé de classification d'images par cartes de neurones multi-modales",  FR20070056431, 2007.

[32]      Garcia C., Saïdane Z., "Procédé de segmentation d'une image de texte en caractères", FR20070054876. 2007.

[33]      Onis S., Sanson H., Garcia C., "Procédé de détection d'un objet dans une image", FR20070057368,  2007.

[34]      Lefebvre G., Garcia C., "Procédé et dispositif de construction d'un réseau de neurones pour la reconnaissance d'une image", WO2008139093,  2008

[35]      Lefebvre G., Garcia C., "Procédé de classification de contenus vidéos par carte neuronale temporelle saillante",  FR20080056431, 2008.

 

Habilitation à Diriger des Recherches (HDR)

 

[36]      Garcia C., "Apprentissage automatique en analyse de visages,  pour l'indexation d'images et les interfaces avancées", Habilitation à diriger des recherches, Insa de Lyon et Université Claude Bernard, Lyon I, November 2009, 169 pages.

 

PhD Thesis / Doctorat

 

[37]      Garcia C., “Un modèle connexionniste pour la vision stéréoscopique”, Thèse de Doctorat, LIGIA, Université Lyon I, September 1994, 315 pages.

 

International Conferences

 

[38]      Mamalet F., Roux S., Garcia C., "Embedded facial image processing with Convolutional Neural Networks",  IEEE Circuits and Systems Conference (ISCAS 2010), june 2010, Paris.

[39]      Onis, S. Garcia C., Sanson H., Dugellay J.-L. , "Object Detection with a Minimal Set of Examples using Convolutional PCA", IEEE International Workshop on Multimedia Signal Processing, Rio de Janeiro, Brazil, october 2009.

[40]      Saïdane Z., Garcia C., Dugelay J.L., "The image Text Recognition Graph (iTRG)", IEEE International Conference on Multimedia and Expo (ICME 2009), Cancun, Mexico,  july 2009.

[41]      Lefebvre G., Garcia C., "A Probabilistic Self-Organizing Map For Facial Recognition",  International Conference on Pattern Recognition (ICPR 2008), Tampa, Florida, december 2008, p.1-4.

[42]      Lefebvre G., Garcia C., "Heterogeneous Descriptor Fusion Process For Visual Concept Identification ",  International Conference on Information Fusion (FUSION 2008), Cologne, Germany,  july 2008, p.1-8.

[43]      Saïdane Z., Garcia C., "An Automatic Method for Video Character Segmentation",  International Conference on Image Analysis and Recognition (ICIAR 2008),  Póvoa de Varzim,  Portugal, june 2008, p. 557-566.

[44]      Onis S., Garcia C., Sanson H., "Iterative Unsupervised Object Detection System", 15th International Conference on Systems, Signals and Image Processing (IWSSIP 2008), Bratislava, Slovaquia, june 2008.

[45]      Delakis M., Garcia C., "Text Detection with Convolutional Neural Networks",  International Conference on Computer Vision Theory  and Applications  (VISAPP 2008), Funchal,  Madeira, Portugal,  january  2008.

[46]      Onis S., Sanson H., Garcia C., Dugelay J.-L., "Efficient Object Detection Robust to RST With Minimal Set Of examples",  International Conference on Computer Vision Theory  and Applications  (VISAPP 2008), Funchal,  Madeira, Portugal,  january  2008.

[47]      Duffner S., Garcia C., "Robust Face Alignment Using Convolutional Neural Networks",  International Conference on Computer Vision Theory  and Applications (VISAPP 2008), Funchal,  Madeira, Portugal,  january  2008.

[48]      Saïdane Z., Garcia C., "Automatic Scene Text Recognition using a Convolutional Neural Network, Second International Workshop on Camera-Based Document Analysis and Recognition  (CBDAR 2007), Curitiba, Brazil, september 2007, p. 100-106.

[49]      Le Gallou S., Breton G., Séguier R., Garcia C., "Avatar Puppetry Using Real-Time Audio and Video Analysis", 7th International Conference on Intelligent Virtual Agents  (IVA 2007),  september 2007,  Paris,  France,  p. 391-392.

[50]      Roux S., Mamalet F., Garcia C., Duffner S., "An Embedded Robust Facial Features Detector", IEEE Machine Learning for Signal Processing Workshop  (MLSP 2007),  Thessalonique,  Greece, 27-29 Aug. 2007.

[51]      Duffner S., Garcia C., "An Online Backpropagation Algorithm with Validation Error-Based Adaptive Learning ", International Conference on Artificial Neural Networks  (ICANN 2007), Porto, Portugal,  September 2007.

[52]      Duffner S., Garcia C., "Face Recognition using Non-Linear Image Reconstruction", IEEE International Conference on Advanced Video and Signal-Based Surveillance  (AVSS 2007), Londres, UK,  September 2007.

[53]      Lefebvre G., Garcia C., "Facial Biometry by Stimulating Salient Singularity Masks", IEEE International Conference on Advanced Video and Signal-Based Surveillance  (AVSS 2007), Londres, UK  September 2007, p.511-516.

[54]      Garcia C., Duffner S., "Facial Image Processing with Convolutional Neural Networks", International Workshop on Advances in Pattern Recognition (IWAPR 2007), Plymouth, UK,  22-27 july 2007 (invited).

[55]      Saïdane Z., Garcia C., "Robust Binarization for Video Text Recognition", 9th International Conference on Document Analysis and Recognition (ICDAR 2007), Curitiba, Brazil, September 2007, p. 874-879.

[56]      Lefebvre G., Garcia C, "Activation Energies of ASSOMs for Visual Concept Recognition", First International Conference on Neural Networks and Associative Memories (NNAM 2006), Mexico City, 21-24 November  2006.

[57]      Duffner S., Garcia C., "A Neural Scheme for Robust Detection of Transparent Logos in TV Programs", International Conference on Artificial Neural Networks (ICANN 2006), Athens, Greece, 10-14 Septembee  2006, volume 2, p.14-23.

[58]      Lefebvre G., Laurent C., Ros J., Garcia C., "Supervised Image Classification by SOM Activity Map Comparison", International Conference on Pattern Recognition (ICPR 2006), Hong Kong, 20-24 Aug.  2006, p. 728-731.

[59]      Roux S., Mamalet F., Garcia C., "Embedded Convolutional Face Finder", IEEE International Conference on Multimedia & Expo (ICME2006), Toronto, Canada, 9-12 july  2006.

[60]      Machrouh J., Carvalho G., Bretier P., Panaget F., Garcia C.,  "Adding visual interaction into an Embodied Conversational Agent (ECA)", Second International Symposium on Communications, Control and Signal Processing (ISCCSP 2006), 13-15 March 2006, Marrakech, Marocco.

[61]      Le Gallou S., Breton G., Garcia C., Séguier R., "Distance Maps: a Robust Illumination Preprocessing for Active Appearance Models ", International Conference on Computer Vision Theory  and Applications  (VISAPP 2006),  Feb. 2006,  Sétubal,  Portugal, p.35-40.

[62]      Breton G., Pelé D. and Garcia C., "Modeling gaze behavior for a 3D ECA in a dialogue situation", International Conference on Intelligent User Interface (IUI 2006), January 2006,  Sydney, Australia,  p.333-335.

[63]      Mallauran C., Dugelay J.L., Garcia C., "Online Face Detection and User Authentication", ACM Multimédia, November 2005, Singapour, p. 219-220.

[64]      Mallauran C., Dugelay J.L., Garcia C.,  "Détection automatique et reconnaissance de visage à partir d'un flux video", Traitement et Analyse de l'Information: Méthodes et Applications (TAIMA 2005),  Hammamet, Tunisia, September 2005

[65]      Visani M., Garcia C., Jolion J.M., “Normalized Radial Basis Function Networks and Bilinear Discriminant Analysis for Face Recognition” , IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS 2005), Como, Italie, September 2005.

[66]      Berrani S.A., Garcia C., “Enhancing Face Recognition from Video Sequences using Robust Statistics", IEEE International Conference on Advanced Video and Signal-Based Surveillance  (AVSS 2005), Como, Italie, September 2005, p.324- 329.

[67]      Duffner S., Garcia C.,A Connexionist Approach for Robust and Precise Facial Feature Detection in Complex Scenes”, Fourth International Symposium on Image and Signal Processing and Analysis (ISPA 2005), Zagreb, Croatia, September 2005.

[68]      Visani M., Garcia C., Jolion J.M., “Bilinear Discriminant Analysis for Face Recognition”, International Conference on Advances in Pattern Recognition (ICAPR 2005), Bath, UK, Aug.  2005, p.247-256.

[69]      Visani M., Garcia C., Jolion J.M., “Face Recognition using Modular Bilinear Discriminant Analysis”, 8th International Conference on VISual Information Systems (VIS'2005), Amsterdam, Netherlands,   July  2005, p.24-34.
[70]      Berrani S.A., Garcia C., “On the Impact of Outliers on High-Dimensional Data Analysis Methods for Face Recognition” , Second International Workshop on Computer Vision meets Databases (CVDB 2005), Baltimore, USA, June 2005.
[71]      Breton G., Pelé D., Garcia C., Panaget F., Bretier P., “Modeling Gaze Behavior for a 3D ECA in a Dialogue Situation”, Gesture Workshop 2005, Berder Island, France, May 2005, p.252-255.

[72]      Garcia C., Duffner S., “Robust Facial Feature Detection via Autoassociative Filters”, The Learning Workshop 2005, Snowbird, Utah, Etats-Unis, April 2005 (invited).

[73]      Garcia C., Duffner S., “Learning How to Detect Multiple Objects in Real World Images” , The Pascal Visual Object ClassChallenge 2005 (VOCC 2005), Southampton, Royaume-Uni, April 2005 (invited).

[74]      Visani M., Garcia C., Laurent C., “Comparing Robustness of Two-Dimensional PCA and Eigenfaces for Face Recognition” , Proceedings of International Conference on Image Analysis and Recognition (ICIAR2004), Porto, Portugal, September 2004, p.717-724.

[75]      Visani M., Garcia C., Jolion J.M., “Two-dimensional-oriented Linear Discriminant Analysis For Face Recognition”, Proceedings of International Conference on Computer Vision and Graphics (ICCVG2004), Varsovie, Poland, September 2004. 

[76]      Garcia C., Delakis M., “Training Convolutional Filters for Robust Face Detection”, Proceedings of the IEEE International Workshop of Neural Networks for Signal Processing (NNSP2003), Toulouse, France, September 2003.

[77]      Garcia C., Delakis M., “A Neural Architecture for Fast and Robust Face Detection”, Proceedings of the IEEE-IAPR International Conference on Pattern Recognition (ICPR2002), Québec City, Aug. 2002, p. 40-43.

[78]      Demiris A., Garcia C., Malerczyk C., Klein K., Walczak K., Kerbiriou P., Bouville C., Traka M., Reusens E., Boyle E., Wingbermühle J., Ioannidis N., “Sprinting Along with the Olympic Champions: Personalized, Interactive Broadcasting using Mixed Reality Techniques and MPEG-4“, Proceedings of the 5th International Conference on Business Information Systems (BIS 2002), Poznan, Pologne, April 2002.

[79]      Boyle E., Curran T., Demiris A., Klein K., Garcia C., Malerczyk C., Bouville C., “The creation of MPEG-4 content and its delivery over DVB infrastructure“, Proceedings of the First Joint IEI/IEE Symposium on Telecommunications Systems Research, Dublin, Ireland, November 2001.

[80]      Demiris A., Diamantakos G., Walczak K., Reusens E., Kerbiriou P., Klein K., Garcia C., Marchal I., Wingbermühle J., Boyle E., Cellary W., Ioannidis N., “Piste: Mixed Reality for Sports TV”, International Workshop on Very Low Bitrate Video Coding (VLBV2001), Athènes, Greece, October 2001.

[81]      Garcia C., Simandiris G., Tziritas G., “A Feature-based Face Detector Using Wavelet Frames”, International Workshop on Very Low Bitrate Video Coding (VLBV2001), Athènes, Greece, October 2001, p.67-71.

[82]      Garcia C., Tziritas G., “Translational Motion Estimation from 2D displacements”, Proceedings of IEEE International Conference on Image Processing (ICIP2001), Thessalonique, October 2001, p. 945-948.

[83]      Demiris A.M., Traka M., Reusens E., Walczak K., Garcia C., Klein K., Malerczyk C., Kerbiriou P., Bouville C., Boyle E., Ioannidis N., “Enhanced sports broadcasting by means of augmented reality in MPEG-4”, Proceedings of EUROIMAGE 2001, International Conference on Augmented, Virtual Environments and 3D Imaging (ICAV3D2001), Mikonos, Greece, May–June  2001, p. 10-13.

[84]      Duffy B., Garcia C., Rooney C., O'Hare G., “Sensor Fusion for Social Robotics”, Proceedings of the 31st International Symposium on Robotics, Mai 2000, Montreal, Canada, p. 258-264.

[85]      Garcia C., Apostolidis X., “Text Detection and Segmentation in Complex Color Images”, Proceedings of the IEEE International Conference on Accoustics, Speech and Signal Processing (ICASSP2000), June 2000, Istanbul, Turkey, Vol. IV, p. 2326-2330.

[86]      Ronfard R., Garcia C., Carrive J., “Conceptual Indexing of Television Images Based on Face and Caption Sizes and Locations”, Proceedings of the Fourth International Conference on Visual Information Systems (VISUAL'2000), November 2000, p.  349-359, Lyon.

[87]      Garcia C., Zikos G., Tziritas G., “Face Detection in Color Images Using Wavelet Packet Analysis”, Proceedings of the 6th IEEE International Conference on Multimedia Computing and Systems (ICMCS'99), Junr 1999, Florence, Italy, p. 703-708.

[88]      Bouthemy P., Garcia C., Ronfard R., Tziritas G., Veneau E., Zugaj D., “Scene Segmentation and Image Feature Extraction in the DiVAN Video Indexing and Retrieval Architecture”, Proceeding of the 3rd International Conference on Visual Information Systems (VISUAL'99), June 1999, Amsterdam, Netherlands, p. 244-252.

[89]      Lalioti V., Garcia C., Hasenbrink F., “Virtual Meeting in Cyberstage”, Proceedings of ACM Symposium on Virtual Reality Software and Technology (VRST'98), Novembee 1998, Taïwan, p. 2-10.

[90]      Lalioti V., Garcia C., Hasenbrink F., “Meet.Me@Cyberstage: Towards Immersive Telepresence”, Proceedings of 4th Eurographics Workshop, Virtual Environments'98, June 1998, Stuttgart, Germany, p. 16.1-16.10.

[91]      Garcia C., Zikos G., Tziritas G., “A Wavelet-Based Framework for Face Recognition”, Proceedings of the Workshop on Advances in Facial Image Analysis and Recognition Technology, 5th European Conference on Computer Vision (ECCV'98), June 1998, Freiburg, Germany, p. 84-92.

[92]      Dornaika F., Garcia C., “Object Pose by Affine Iterations”, Lecture Notes in Computer Science 1310, Proceedings of the 9th International Conference on Image Analysis and Processing (ICIAP'97), September 1997, Florence, Italy, p. 478-485.

[93]      Dornaika F., Garcia C., “Robust Camera Calibration using 2D-to-3D Feature Correspondences”, Proceedings of Videometrics V - Optical Science, Engineering and Instrumentation'97, July1997, San Diego, CA, p. 123-133.

[94]      Garcia C., “Matis3D: An Adaptive Stereo Vision Machine”, Proceedings of the 10th Scandinavian Conference on Image Analysis (SCIA'97), June 1997, Lappeenranta, Finland, p.138-146.

[95]      Garcia C., “A Neural Network Based Stereo Vision Machine”, Proceedings of the International Conference on Engineering Applications of Neural Networks (EANN'96), June 1996, London, p. 371-374.

[96]      Garcia C., Bouakaz S., Vandorpe D., “Stereo Vision using a Neural Network”, Proceedings of the International Conference on Signals and Systems (ICSS'94), September 1994, Algiers, p. 232-238.

[97]      Garcia C., Bouakaz S., Vandorpe D., “Un système de stéréovision utilisant le réseau de Hopfield”, Proceedings of the 12th International Conference of CAD/CAM, Computer Graphics and Computer Aided Technologies (MICAD'93), Feb. 1993, Paris, p. 205-224.

 

National Conferences

 

[98]      Gardes J., Garcia C.,  Emptoz H., "Mesure de distance et présentation hétérogène de l'information", Compression et Représentation des Signaux Audiovisuels (CORESA'09), Toulouse, France, 19-20 March 2009.

[99]      Lehuger A., Duffner S., Garcia C.,  "A Robust Method for Automatic Player Detection in Sport Videos", Compression et Représentation des Signaux Audiovisuels (CORESA'07), Montpellier, France, 8-9 November 2007.

[100]  Lefebvre G., Garcia C., Salotti J.M., "Sélection de singularités locales par stimulation d’une carte GHSOM", Groupe de Recherche et d'Etudes du Traitement du Signal (Gretsi 2007), Troyes, France, 11-14 September 2007.

[101]  Lefebvre G., Garcia C., Salotti J.M., "Énergies d’activation de cartes ASSOM pour la détection d’objet", Compression et Représentation des Signaux Audiovisuels (CORESA'06), Caen, France, 9-10 November 2006, p. 219-224.

[102]  Le Gallou S., Breton G., Garcia C., Séguier R., “Cartes de distance: prétraitement robuste à l'illumination  pour les Modèles Actifs d'Apparence (AAM)”, MAJESTIC'06, Lorient,  France, 22-24 November 2006.

[103]  Duffner S., Garcia C., “A Hierarchical Multi-Stage Approach to Precise Facial Feature Detection”, Compression et Représentation des Signaux Audiovisuels (CORESA'05), Rennes,  France, Novembre  2005., p.29-34. *prize Young Researcher.

[104]  Visani M., Garcia C., Jolion J.M., “Une Nouvelle Méthode d’Extraction de Caractéristiques Faciales pour la Reconnaissance: l’Analyse Dicriminante Bilinéaire”, Compression et Représentation des Signaux Audiovisuels (CORESA'05), Rennes, France, November  2005, p.103-108.

[105]  Delakis M., Garcia C., “Robust Face Detection based on Convolutional Neural Networks”, Proceedings of the 2nd Hellenic Conference on Artificial Intelligence (SETN'02), April 2002, Thessalonique, Greece, p. 367-378.

[106]      Garcia C., Bouakaz S., Vandorpe D., “Réseau de Hopfield : un outil pour la mise en correspondance”, Proceedings of the 9th Conference “Reconnaissance de Formes et Intelligence Artificielle” (RFIA'94), January 1994, Paris, p. 371-378.

 

 

Lectures

 

Students

 

 

M.C. Gleize

DEA  ENSEEIHT

(former French Master)

CAD Models and 3D vision: parallel Algorithms

IBM France

6 months

1993

S. Redon

DEA ESSI Sophia Antipolis

(former French Master)

3D Reconstruction of edge strings by stereovision matching

IBM France

6 months

1993

G. Simandiris

BS degree

Wavelet Packet Analysis and Deformable Template for Face Detection

University of Crete

6 months

1998

X. Apostolidis

BS degree

Text Detection and Segmentation in Complex Color Images

University of Crete

6 months

1999

G. Bidaut

DEA ENSEA

(former French Master)

Wavelet decomposition for face Detection in images

ICS-FORTH, Crete

7 months

2000

G. Kazazakis

stage de fin d'étude

(BS degree)

Neural Network for Deformable Face Template Matching

University of Crete

4 months

2001

J. Tignel

Engineering Diploma SUPELEC

Detection and Recognition of overlaid text in video sequences

IRISA

6 months

2003

N. Soquet

Engineering Diploma ENSSAT

Logos detection in video sequences

IRISA

6 months

2003

T. Boucher

Engineering Diploma

Ecole Polytechnique

Face tracking in video sequences

IRISA (projet Vista)

2 months

2003

E. Sifakis

Master in Computer Science

Bayesian Level Sets for Image Segmentation

University of Crete

2 years

2000-02

M. Delakis

BS and Master in Computer Science

Robust Face Detection using Convolutional Neural Networks

 

University of Crete

3 years

2000-03

J. Badri

DEA Ecole Polytechnique de Nantes (former French Master)

Active Appearance Models for facial feature detection

France Telecom division R&D

 

5 months

2004

Z. Saidane

Master Research

Recognition System for Video Characters

France Telecom division R&D

 

5 months

2005

M. Visani

PhD Thesis

Towards new robust approaches for automatic face recognition

FT DR&D (co- supervision with Pr. Jean-Michel. Jolion, Insa Lyon)

 

3 years

2003-2005

M. Delakis

PhD Thesis

Video Structuration using conjointly Image, Sound and Text

IRISA (co- supervision with Dr. Patrick Gros)

 

Sept. 2003-Mars 2004

S. Duffner

PhD Thesis

Detection and Recognition of Visual Objects via Machine Learning for Video Indexing and Advanced Interfaces

FT DR&D (co- supervision with Pr. Hans  Burkhardt,  University of Freiburg, Germany)

 

3 years

2004-2008

Z. Saidane

PhD Thesis

Text Detection and Recogintion in Images and Videos

FT DR&D (co- supervision with  Pr. J.L. Dugellay -EURECOM Sophia Antipolis)

 

3 years

2005-2008

S. Le Gallou

PhD Thesis

Facial Expression Analysis

FT DR&D (co- supervision with Dr. R. Séguier, SUPELEC Rennes)

 

3 years

2004-2007

 

G. Lefebvre

PhD Thesis

Detection of Harmful or Pornographic Content in Images

FT DR&D (co- supervision with Pr. Jean Marc Salotti  University of Bordeaux 2)

 

3 years

2004-2007

 

S. Onis

PhD Thesis

Objet detection in images

FT DR&D (co- supervision with Pr. J.L. Dugellay -EURECOM Sophia Antipolis)

 

3 years

2006-2009

 

A. Boudjedra

PhD Thesis

Neuro-stochastic Models for Face Recognition

FT DR&D (co- supervision with Pr. J.L. Dugellay -EURECOM Sophia Antipolis)

 

since Nov. 2007

 

JP. Dereymond

PhD Thesis

3D Facial Expresion Recognition

FT DR&D (co- supervision with Alain Trémeau, Université of Saint Etienne)

 

since Nov. 2007

 

K. Elagouni

PhD Thesis

Image and Video Indexing by automatic recognition of superimposed textes

FT R&D (co- supervision

with Pascale Sébillot, Irisa,

Insa de Rennes)

since Sept. 2009

 

S.A. Berrani

Post-doc

Statistical Methods for High Dimensional Data Analysis

France Telecom division R&D

 

Nov. 2004, Sept. 2005

 

M. Delakis

Post-doc

VOCR: Text Detection and Recogintion in Images and Videos

France Telecom division R&D

Nov. 2006, May. 2008

 

S. Hamaloui

Post-doc

Active Models for Face Tracking and Face Recognition

France Telecom division R&D

Oct. 2007, April. 2009

 

Scientific Committees

 

Conferences

 

ICIP’01,04

Intern. Conference on Image Processing

Reviewer

2001

VLBV’01

Intern. Workshop on Very Low Bitrate Video Coding

Reviewer

2001

SETN’02

2nd Hellenic Conference on Artificial Intelligence

Reviewer

2002

SCI’03, 04

World Multi-Conference on Systemics, Cybernetics and Informatics

Reviewer

2003

ACCV’03

Asian Conference on Computer Vision

Reviewer

2003

ACM Multimédia’04

ACM Multimédia

Reviewer

2004

CCCT’04

International Conference on Computing, Communications and Control Technologies

Reviewer

2004

SCI’04

8th World Multi-Conference on Systemics, Cybernetics and Informatics

Reviewer

2004

EANN’96

Intern. Conference on Engineering Applications of Neural Networks

Reviewer

1996

SCALESPACE’99

Second Intern. Conference on Scale-Space

Program committee

1999

AFRIGRAPH’01

First African conference on computer graphics, virtual reality, and visualization

Program committee

2001

 

NP'04

1er Colloque Numérisation et Patrimoine

Program committee

2004

 

ICAPR'05

3rd International Conference on Advances in Pattern Recognition

Program committee

2005

CBMI'05

Fourth International Workshop on Content-Based Multimedia Indexing

Program committee

2005

CORESA'05

Compression et Représentation des Signaux Audio-visuels

Organizing, Program committee, Session Chair

2005

ICML'05

Machine Learning Techniques for Processing Multimedia Content

Organizing and  Program committee

2005

ISPA'05

Fourth International Symposium on Image and Signal Processing and Analysis

Session Chair

2005

 

CORESA'06

RFIA'06

Compression et Représentation des Signaux Audio-visuels

Reconnaissance de Formes et Intelligence Artificielle

Organizing, Program committee, Session Chair

Program committee, Session Chair

2006

2006

 

MLSP'06

IEEE Int. Workshop on Machine Learning for Signal Processing

Program committee

2006

 

ELMAR'06

48th IEEE International Symposium ELMAR-2006 focused on
Multimedia Signal Processing and Communications

Program committee

2006

 

ICANN'06

International Conference on Artificial Neural Networks

Program committee, Special Session Organizer

2006

 

ICARCV'06

9th IEEE International Conference on Control, Automation, Robotics and Vision

Program committee

2006

 

ECAI'06

17th International Conference on Artificial Intelligence

Program committee

2006

 

NNAM'06

1st International Conference on Neural Networks and Associative Memories  (Primer Congreso sobre Redes Neuronales y Memorias Asociativas)

Program committee

2006

 

SAMT'06

1st International Conference on Semantic and Digital Media Technologies

Program committee

2006

 

VIE'06

International Conference on Visual Information Engineering

Technical committee

2006

 

NIPS'06

International Conference on  Neural Information Processing Systems

Technical committee

2006

AIPR'07

International Conference on  Artificial Intelligence and Pattern Recogntion

Program committee

2007

CGIM'07

International Conference on  Computer Graphics and Imaging

Program committee

2007

 

ICCV'07

11th IEEE International Conference on  Computer Vision

Program committee

2007

IWAPR'07

International Workshop on Advances in Pattern Recognition

Program committee

2007

 

CVPR'07

CORESA'07

NNAM'07

ICIP'07

SIGMAP'07

SAMT'07

NIPS'07

VC'08

MMIU'08

KUI'08

ECCV'08

MMIU'08

IBERAMIA'08

KUI'08

ICAS'08

CORESA'09

CBMI'09

ICIP'09

SAMT'09

CBTV'09

ICAART'10

CVPR'10

ICANN'10

IEEE Computer Society Conference on Computer Vision and Pattern Recognition

Compression et Représentation des Signaux Audio-visuels

International Conference on Neural Networks and Associative Memories

International Conference on Image Processing

International Conference on Signal Processing and  Multimedia Applications

2nd International Conference on Semantic and Digital Media Technologies

International Conference on  Neural Information Processing Systems

IASTED International Conference on Visual Communications

Metadata Mining for Image Understanding

Knowledge-based User Interface

European Conference on Computer Vision

Metadata Mining for Image Understanding

11th Ibero-American Conference on Artificial Intelligence

Knowledge-based User Interface

The Fourth International Conference on Autonomic and Autonomous Systems

Compression et Représentation des Signaux Audio-visuels

7th International Workshop on Content-Based Multimedia Indexing

International Conference on Image Processing

International Conference on Semantic and Digital Media Technologies

First Intern. Workshop on Content-Based AV Analysis for Novel TV Services

International Conference on Agents and Artificial Intelligence

International Conference on Computer Vision and Pattern Recognition

International Conference on Artificial Neural Networks

Technical commitee

Organizing, Program committee, Session Chair

Program committee

Technical commitee

Program committee

Program committee

Technical commitee

Program committee

Program committee

Program committee

Program committee, Industrial Liaison Chair

Program committee

Program committee

Program committee

Program committee

Organizing, Program committee

Program committee, practitioner chair

Technical commitee

Program committee

Program committee

Program committee

Technical committee

Program committee

 

2007

2007

2007

2007

2007

2007

2007

2008

2008

2008

2008

2008

2008

2008

2008

2009

2009

2009

2009

2009

2010

2010

2010

 

 

 

 

 

 

Journals

 

 

 

 

Since…

JRTI

Journal of Real Time Imaging

Reviewer

1997

SACJ

South African Computer Journal

Reviewer

2001

SP-IC

Signal Processing : Image Communication

Reviewer

1998

PRL

Pattern Recognition Letters

Reviewer

2002

PAA

Pattern Analysis and Application

Reviewer

2004

CVIU

Computer Vision and Image Understanding

Reviewer

2003

SCI

Systemics, Cybernetics, and Informatics

Reviewer

2003

IVC

SPL

GCOM

Image and Vision Computing

Signal Processing Letters

International Journal of Computer Mathematics

Reviewer

Reviewer

Reviewer

2004

2004

2006

 

EURASIP JASP

Applied Signal Processing

Reviewer

2004

 

NEUCOMP

NeuroComputing

Reviewer

2005

IEEE-TIP

IEEE trans. on Image Processing

Reviewer

2002

IEEE-TNN

IEEE trans. on Neural Networks

Reviewer

2000

IEEE-TRA

IEEE trans. on Robotics and Automation

Reviewer

2002

IEEE-TSMC

IEEE trans. On Systems, Man and Cybernetics

Reviewer

2003

IEEE-TCAS

IEEE trans. On Circuits and Systems I

Reviewer

2003

IEEE-MM

IEEE Multimedia

Reviewer

2005

IEEE-TPAMI

IEEE trans. On Pattern Analysis and Machine Intelligence

Reviewer

2004

JVCIR

Journal of Visual Communication and Image Representation  (Elsevier)

Associate Editor

2004

PR

Pattern Recognition  (Elsevier)

Associate Editor

2004

 

PAA

Pattern Analysis and Application (Springer-Verlag)

Associate Editor

2004

 

IVP

Image and Video Processing  (Hindawi)

Associate Editor

2005

 

Guest Editor of the Special Issue "Facial Image Processing", for the International Journal of Image and Video Processing, Hindawi, 4th quarter 2006 http://www.hindawi.com/journals/ijivp/ 

Co-organizer of Special Session "Neural Network for Semantic Image and Video Analysis", ICANN 06, September 10-14 2006, Athens, Greece   http://icann2006.org/ssessions/ss4.pdf

 

 

Some highlights on our research results

Automatic Face Detection

Our Convolutional Face Finder (CFF)

 

Some Results of Face Detection with our Convolutional Face Finder (CFF) on the CMU test set (Rowley et al., 107 images with 530 faces)

Some results on a more complete dataset (Garcia and Delakis, 2003, 90.2%/3)

Garcia C., Delakis M., “Convolutional Face Finder: A Neural Architecture for Fast and Robust Face Detection”, IEEE Transactions on Pattern Analysis and Machine Intelligence, 2003, 26(11), November 2004, p. 1408-1423.

 

                  

CFF has been successfully embedded in various platforms (ARM (Xscale, IMX21), DSP (Starcore) and  SPVM 3000 orange)

Roux S. Mamalet F., Garcia C., "Embedded Convolutional Face Finder", IEEE International Conference on Multimedia & Expo (ICME2006), Toronto, Canada, July 9-12, 2006.

Mamalet F., Roux S., Garcia C., "Real Time Video Convolutional Face Finder on embedded platforms", EURASIP Journal on Embedded Systems, 2006.

 

 


Facial Feature Detection

 

The Convolutional Facial Feature Finder (C3F)

 

Some Results of Facial Feature Detection with C3F on an Internet dataset

Duffner S., Garcia C., “A Connexionist Approach for Robust and Precise Facial Feature Detection in Complex Scenes” , Fourth International Symposium on Image and Signal Processing and Analysis (ISPA 2005), Zagreb, Croatia, September 2005.

Duffner S., Garcia C., “A Hierarchical Multi-Stage Approach to Precise Facial Feature Detection”, Compression et Représentation des Signaux Audiovisuels (CORESA'05), Rennes,  France, November  2005., p.29-34. (best paper award).

 

 


Face Alignement

Our Convolutional Face Aligner (CFA). Geometric transformations (translation, rotation and zoom) are iteratively estimated and applied to precisely find the correct face bounding box, after detection by CFF

Some Results of Face Alignement with CFA on an Internet dataset. For each image pair, on the left: the face bounding box detected by CFF with the "true" face bounding box; on the right, the face bounding box detected with CFA (in white)

Duffner S., Garcia C., "Robust Face Alignment Using Convolutional Neural Networks", to appear in International Conference on Computer Vision Theory  and Applications  (VISAPP 2007), Funchal,  Madeira, Portugal,  January  2008.

 


Precise Segmentation for Automatic Face Modeling and Animation

Active Appearance Models on distance maps

Le Gallou S., Breton G., Garcia C. and Séguier R., "Distance Maps: a Robust Illumination Preprocessing for Active Appearance Models ", International Conference on Computer Vision Theory  and Applications  (VISAPP 2006),  February 2006,  Sétubal,  Portugal, p.35-40l.

 


Object Detection in Images and Videos

Some results on the difficult task of transparent logos detection (France 2 TV logo)

Duffner S., Garcia C., "A Neural Scheme for Robust Detection of Transparent Logos in TV Programs", International Conference on Artificial Neural Networks (ICANN 2006), Athens, Greece, September 10-14, 2006, volume 2, p.14-23.

 

Some results of Car and Motorbike detection (International Pascal Visual Object Class Challenge 2005)

Everingham M., Zisserman A., Williams C. K. I., Van Gool L., Moray A., Bishop C. M., Chapelle O., Dalal N., Deselaers T., Dorkó G., Duffner S., Eichhorn J., Farquhar J. D. R., Fritz M., Garcia C., Griffiths T., Jurie F., Keysers T., Koskela M., Laaksonen J., Larlus D., Leibe B., Meng H., Ney H., Schiele B., Schmid C., Seemann E., Shawe-Taylor J., Storkey A., Szedmak S., Triggs B., Ulusoy I., Viitaniemi V., and Zhang J., “The 2005 PASCAL Visual Object Classes Challenge”,  Selected Proceedings of the first PASCAL Challenges Workshop, (eds) F. d'Alche-Buc, I. Dagan, J. Quinonero, Lecture Notes in Artificial IntelIigence, Springer, 2006.

 

Lefebvre G., Garcia C., "Activation Energies of ASSOMs for Visual Concept Recognition", International Conference on Neural Networks and Associative Memories (NNAM 2006), Mexico City, November 21-24 2006.

 

More highlights to come soon…

 


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