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Journals

NEUROCOMP '17 Class-Balanced Siamese Neural Networks
Berlemont S., Lefebvre G., Duffner S., Garcia C.
Neurocomputing, 2017
[bibtex]  [djvu] 
TIP '17 Fast Pixelwise Adaptive Visual Tracking of Non-Rigid Objects
Duffner S., Garcia C.
IEEE Transactions on Image Processing, 2017
[bibtex]  [djvu] 
TCYB '16 Pairwise Identity Verification via Linear Concentrative Metric Learning
Zheng L., Duffner S., Idrissi, K., Garcia C., Baskurt, A.
IEEE Transactions on Cybernetics, 2016
[bibtex]  [djvu] 
TCSVT '16 Using discriminative motion context for on-line visual object tracking
Duffner S., Garcia C.
IEEE Transactions on Circuits and Systems for Video Technology, 2016
[bibtex]  [djvu] 
TCSVT '16 Visual Focus of Attention estimation with unsupervised incremental learning
Duffner S., Garcia C.
IEEE Transactions on Circuits and Systems for Video Technology, 2016
[bibtex]  [djvu] 
MTA '16 Siamese Multi-layer Perceptrons for Dimensionality Reduction and Face Identification
Zheng L., Duffner S., Idrissi K., Garcia C., Baskurt A.
Multimedia Tools and Applications, Vol. 75 (9), pp. 5055-5073, 2016
[bibtex]  [djvu] 
TMLAI '14 Convolutive Bottleneck Network with Dropout for Dysarthric Speech Recognition
Nakashika T., Yoshioka T., Takiguchi T., Ariki Y., Duffner S., Garcia C.
Transactions on Machine Learning and Artificial Intelligence, Vol. 2 (2), 2014
[bibtex] [djvu] 
PR '14 Leveraging Colour Segmentation for Upper-Body Detection
Duffner S., Odobez J.-M.
Pattern Recognition, Vol. 47 (6), pp. 2222-2230, 2014
[bibtex]  [djvu]  [web page]
TIP '13 A Track Creation and Deletion Framework for Long-Term Online Multi-Face Tracking
Duffner S., Odobez J.-M.
IEEE Transactions on Image Processing, Vol. 22 (1), pp. 272-285, 2013
[bibtex]  [djvu]
AM '13 Real-Time Audio-Visual Analysis for Multiperson Videoconferencing
Motlicek P., Duffner S., Korchagin D., Bourlard H., Scheffler C., Odobez J.-M., Del Galdo, G., Kallinger M., Thiergart, O.
Advances in Multimedia, 2013
[bibtex]  [djvu]
IJCEE '12 The TA2 Database - A Multi-Modal Database From Home Entertainment
Duffner S., Motlicek P., Korchagin D.
International Journal of Computer and Electrical Engineering, Vol. 4 (5), pp. 670-673, 2012
[bibtex]  [djvu]
JMIV '06 Segmentation of vectorial image features using shape gradients and information measures
Herbulot A., Jehan-Besson S., Duffner S., Barlaud M., Aubert G.
Journal of Mathematical Imaging and Vision, Vol. 25 (3), 365-386, October 2006.
[bibtex]  [djvu]

International Conferences and Workshops

VISAPP '18 Pedestrian attribute recognition with part-based CNN and combined feature representations
Chen Y., Duffner S., Stoian A., Dufour J.-Y., Baskurt A.
Proceedings of the International Conference on Computer Vision Theory and Applications (VISAPP), 2017
[bibtex]  [djvu]
EUCog '17 Autonomous Object Recognition in Videos using Neural Networks
Medjkoune N., Armetta F., Lefort M., Duffner S.
Proceedings of the EUCognition Meeting, Zurich, 2017
[bibtex]  [djvu]
AVSS '17 Triplet CNN and Pedestrian Attribute Recognition for Improved Person Re-identification
Chen Y., Duffner S., Stoian A., Dufour J.-Y., Baskurt A.
Proceedings of the International Conference on Advanced Video and Signal-Based Surveillance (AVSS), 2017
[bibtex]  [djvu]
CCAA '17 Digital architecture for real-time CNN-based face detection for video processing
Bhattarai S., Madanayake A., Cintra Renato J., Duffner S., Garcia C.
NASA / IEEE Cognitive Communications for Aerospace Applications Workshop, 2017
[bibtex]  [djvu]
ICANN '16 Polar Sine Based Siamese Neural Network for Gesture Recognition
Berlemont S., Lefebvre G., Duffner S., Garcia C.
Proceedings of the International Conference on Artificial Neural Networks (ICANN), 2016
[bibtex]  [djvu]
BMVC '15 Classifying Global Scene Context for On-line Multiple Tracker Selection
Moujtahid S., Duffner S., Baskurt A.
Proceedings of the British Machine Vision Conference (BMVC), 2015
[bibtex]  [djvu]
ICCV WS '15 The Visual Object Tracking VOT2015 challenge results.
Matej Kristan, Jiri Matas, Ales Leonardis, Michael Felsberg, Luka Cehovin, Gustavo Fernandez, Tomas Vojir, Gustav Häger, Georg Nebehay, Roman Pflugfelder, Abhinav Gupta, Adel Bibi, Alan Lukezic, Alvaro Garcia-Martin, Amir Saffari, Alfredo Petrosino, Andres Solis Montero, Anton Varfolomieiev, Atilla Baskurt, Baojun Zhao, Bernard Ghanem, Brais Martinez, ByeongJu Lee, Bohyung Han, Chaohui Wang, Christophe Garcia, Chunyuan Zhang, Cordelia Schmid, Dacheng Tao, Daijin Kim, Dafei Huang, Danil Prokhorov, Dawei Du, Dit-Yan Yeung, Eraldo Ribeiro, Fahad Shahbaz Khan, Fatih Porikli, Filiz Bunyak, Gao Zhu, Guna Seetharaman, Hilke Kieritz, Hing Tuen Yau, Hongdong Li, Honggang Qi, Horst Bischof, Horst Possegger, Hyemin Lee, Hyeonseob Nam, Ivan Bogun, Jae-chan Jeong, Jae-il Cho, Jae-Yeong Lee, Jianke Zhu, Jianping Shi, Jiatong Li, Jiaya Jia, Jiayi Feng, Jin Gao, Jin Young Choi, Ji-Wan Kim, Jochen Lang, Jose M. Martinez, Jongwon Choi, Junliang Xing, Kai Xue, Kannappan Palaniappan, Karel Lebeda, Karteek Alahari, Ke Gao, Kimin Yun, Kin Hong Wong, Lei Luo, Liang Ma, Lipeng Ke, Longyin Wen, Luca Bertinetto, Mahdieh Pootschi, Mario Maresca, Martin Danelljan, Mei Wen, Mengdan Zhang, Michael Arens, Michel Valstar, Ming Tang, Ming-Ching Chang, Muhammad Haris Khan, Nana Fan, Naiyan Wang, Ondrej Miksik, Philip H S Torr, Qiang Wang, Rafael Martin-Nieto, Rengarajan Pelapur, Richard Bowden, Robert Laganiere, Salma Moujtahid, Sam Hare, Simon Hadfield, Siwei Lyu, Siyi Li, Song-Chun Zhu, Stefan Becker, Stefan Duffner, Stephen L Hicks, Stuart Golodetz, Sunglok Choi, Tianfu Wu, Thomas Mauthner, Tony Pridmore, Weiming Hu, Wolfgang Hübner, Xiaomeng Wang, Xin Li, Xinchu Shi, Xu Zhao, Xue Mei, Yao Shizeng, Yang Hua, Yang Li, Yang Lu, Yuezun Li, Zhaoyun Chen, Zehua Huang, Zhe Chen, Zhe Zhang, and Zhenyu He
Proceedings of the ICCV Workshop on Visual Object Tracking Challenge (VOT), 2015
[bibtex]  [djvu]
FG '15 The FG 2015 Kinship Verification in the Wild Evaluation
J. Lu, J. Hu, V.E. Liong, X. Zhou, A. Bottino, I.U. Islam, T.F. Vieira, X. Qin, X. Tan, S. Chen, Y. Keller, S. Mahpod, L. Zheng, K. Idrissi, C. Garcia, S. Duffner, A. Baskurt, M. Castrillon-Santana, J. Lorenzo-Navarro
Proceedings of the International Conference on Automatic Face and Gesture Recognition (FG), 2015
[bibtex]  [djvu]
FG '15 Triangular Similarity Metric Learning for Face Verification
Zheng L., Idrissi K., Garcia C., Duffner S., Baskurt, A.
Proceedings of the International Conference on Automatic Face and Gesture Recognition (FG), 2015
[bibtex]  [djvu]
FG '15 Siamese Neural Network based Similarity Metric for Inertial Gesture Classification and Rejection
Berlemont S., Lefebvre G., Duffner S., Garcia C.
Proceedings of the International Conference on Automatic Face and Gesture Recognition (FG), 2015
[bibtex]  [djvu]
ICASSP '15 Logistic Similarity Metric Learning For Face Verification
Zheng L., Idrissi K., Garcia C., Duffner S., Baskurt, A.
Proceedings of the International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2015
[bibtex]  [djvu]
VISAPP '15 Coherent selection of independent trackers for real-time object tracking
Moujtahid, S., Duffner S., Baskurt, A.
Proceedings of the International Conference on Computer Vision Theory and Applications (VISAPP), 2015
[bibtex]  [djvu]
ECCV WS '14 The Visual Object Tracking VOT2014 challenge results.
M. Kristan, R. Pflugfelder, A. Leonardis, J. Matas, L. Cehovin, G. Nebehay, T. Vojir, G. Fernández, A. Lukezic, A. Dimitriev, A. Petrosino, A. Saffari, B. Li, B. Han, C. Heng, C. Garcia, D. Pangersic, G. Häger, F.S. Khan, F. Oven, H. Possegger, H. Bischof, H. Nam, J. Zhu, J. Li, J.Y. Choi, J.W. Choi, J.F. Henriques, J. van de Weijer, J. Batista, K. Lebeda, K. Öfjäll, K.M. Yi, L. Qin, L. Wen, M.E. Maresca, M. Danelljan, M. Felsberg, M.M. Cheng, P. Torr, Q. Huang, R. Bowden, S. Hare, S.Y. Lim, S. Hong, S. Liao, S. Hadfield, S.Z. Li, S. Duffner, S. Golodetz, T. Mauthner, V. Vineet, W. Lin, Y. Li, Y. Qi, Z. Lei, Z. Niu
Proceedings of the ECCV Workshop on Visual Object Tracking Challenge (VOT), 2014
[bibtex]  [djvu]
ECCV WS '14 Exploiting contextual motion cues for visual object tracking
Duffner S., Garcia C.
Proceedings of the ECCV Workshop on Visual Object Tracking Challenge (VOT), 2014
[bibtex]  [djvu]
ICSP '14 Dysarthric Speech Recognition Using a Convolutive Bottleneck Network
Nakashika T., Yoshioka T., Takiguchi T., Ariki Y., Duffner S., Garcia C.
Proceedings of the International Conference On Signal Processing (ICSP), 2014
[bibtex]  [djvu]
ICASSP '14 3D gesture classification with convolutional neural networks
Duffner S., Garcia C.
Proceedings of the International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2014
[bibtex]  [djvu]
ICCV '13 Pixeltrack: a fast adaptive algorithm for tracking non-rigid objects
Duffner S., Garcia C.
Proceedings of the International Conference on Computer Vision (ICCV), 2013
[bibtex]  [djvu]  [web page]
AVSS '13 Unsupervised Online Learning of Visual Focus of Attention
Duffner S., Garcia C.
Proceedings of the International Conference on Advanced Video and Signal-Based Surveillance (AVSS), 2013
[bibtex]  [djvu]
MMM '12 Multimodal Cue Detection Engine for Orchestrated Entertainment
Korchagin D., Duffner S., Motlicek P., Scheffler C.
Proceedings of the International Conference on MultiMedia Modeling, 2012
[bibtex]  [djvu]
FG '11 Exploiting Long-Term Observations for Track Creation and Deletion in Online Multi-Face Tracking
Duffner S., Odobez J.-M.
Proceedings of the IEEE Conference on Automatic Face and Gesture Recognition (FG) 2011, Santa Barbara, USA
[bibtex]  [djvu]
ICME '11 Just-in-Time Multimodal Association and Fusion from Home Entertainment
Korchagin D., Motlicek P., Duffner S.
Proceedings of the International Conference on Multimedia & Expo (ICME) 2011, Barcelona, Spain
[bibtex]  [djvu]
ICSAP '11 The TA2 Database - A Multimodal Database from Home Entertainment
Duffner S., Motlicek P., Korchagin D.
Proceedings of the International Conference on Signal Acquisition and Processing (ICSAP) 2011, Singapore
[bibtex]  [djvu]
BMVC '09 Dynamic Partitioned Sampling For Tracking With Discriminative Features
Duffner S., Odobez J.-M., Ricci, E.
Proceedings of the British Machine Vision Conference (BMVC) 2009, London, UK
[bibtex]  [djvu]
VISAPP '08 Robust Face Alignment Using Convolutional Neural Networks
Duffner S., Garcia C.
Proceedings of the International Conference on Computer Vision Theory and Applications (VISAPP) 2008, pp.?, Funchal, Portugal
[bibtex]  [djvu]
ICANN '07 An Online Backpropagation Algorithm with Validation Error-Based Adaptive Learning Rate
Duffner S., Garcia C.
Proceedings of the International Conference on Artificial Neural Networks (ICANN) 2007, Vol.1, pp.249-258, Porto, Portugal
[bibtex]  [djvu]
AVSS '07 Face Recognition Using Non-Linear Image Reconstruction
Duffner S., Garcia C.
Proceedings of the International Conference on Advanced Video and Signal-Based Surveillance (AVSS) 2007, pp.459-464, London, United Kingdom
[bibtex]  [djvu]
IWAPR '07 Facial Image Processing with Convolutional Neural Networks
Garcia C., Duffner S.
Proceedings of the International Workshop on Advances in Pattern Recognition (IWAPR) 2007, pp.97-108, Plymouth, United Kingdom
[bibtex]  [djvu]
MLSP '07 An Embedded Robust Facial Feature Detector
Roux, S. Mamalet, F., Garcia C., Duffner S.
Proceedings of the International Conference on Machine Learning and Signal Processing (MLSP) 2007, pp.170-175, Thessaloniki, Greece
[bibtex]  [djvu]
ICANN '06 A Neural Scheme for Robust Detection of Transparent Logos in TV Programs
Duffner S., Garcia C.
Proceedings of the International Conference on Artificial Neural Networks (ICANN) 2006, Vol.2, pp.14-23, Athenes, Greece
[bibtex]  [djvu]
ISPA '05 A Connexionist Approach for Robust and Precise Facial Feature Detection in Complex Scenes
Duffner S., Garcia C.
Fourth International Symposium on Image and Signal Processing and Analysis (ISPA 2005), pp.316-321, Zagreb, Croatia, September 2005.
[bibtex]  [djvu]

National Conferences

ORASIS '17 Ré-identification de Personne avec Perte Min-triplet
Chen Y., Duffner S., Stoian A., Dufour J.-Y., Baskurt A.
ORASIS, Journées francophones des jeunes chercheurs en vision par ordinateur, Colleville-sur-Mer, France
[bibtex]  [djvu]
CORESA '07 A robust method for automatic player detection in sport videos
Lehuger A., Duffner S., Garcia C.
Compression et Représentation des Signaux Audiovisuels (CORESA'07), Montpellier, France, November 2007
[bibtex]  [djvu]
CORESA '05 A Hierarchical Approach for Precise Facial Feature Detection
Duffner S., Garcia C.
Compression et Représentation des Signaux Audiovisuels (CORESA'05), pp.29-34, Rennes, France, November 2005
(best student paper)
[bibtex]  [djvu]
GRETSI '05 Utilisation des gradients de forme et des contours actifs basés régions pour la segmentation des vecteurs mouvement
Jehan-Besson S., Duffner S., Herbulot A., Barlaud M., Aubert G.
GRETSI, Louvain la Neuve, Belgique, September 2005.
[bibtex]  [djvu]

Book Chapters

The 2005 PASCAL Visual Object Classes Challenge,
Selected Proceedings of the first PASCAL Challenges Workshop,
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., (eds) d'Alche-Buc F., Dagan I., Quinonero J.,
Lecture Notes in Artificial IntelIigence, Springer, 2006.
[bibtex]  [djvu]

Patents

I'm author of 3 international patents in the context of facial analysis and feature detection.

Other

Master's Thesis Spatio-Temporal Segmentation of Moving Objects in Image Sequences
Duffner S.
École Nationale Supérieure d'Ingénieurs de Caen (ENSICAEN), France, 2004
[bibtex]  [djvu]
PhD Thesis Face Image Analysis With Convolutional Neural Networks
Duffner S.
Albert-Ludwigs-Universität Freiburg im Breisgau, Germany, 2007
[bibtex]  [djvu]