| 2025 | IJCNN | DML Mask R-CNN: addressing Dependent Multi-Label defect detection with severity estimation in manufacturing. | Thomas Mignot, Franois Ponchon, Alexandre Derville, Stefan Duffner, Christophe Garcia |
| 2023 | CW | Exploring Continual Learning and Self-learning for Historical Digit Recognition. | Asma Kharrat, Fadoua Drira, Franck Lebourgeois, Christophe Garcia |
| 2023 | ICDAR | Long-Range Transformer Architectures for Document Understanding. | Thibault Douzon, Stefan Duffner, Christophe Garcia, Jrmy Espinas |
| 2023 | MMSP | Toward Digits Recognition Using Continual Learning. | Asma Kharrat, Fadoua Drira, Franck Lebourgeois, Christophe Garcia |
| 2022 | AINA | Robust Variational Autoencoders and Normalizing Flows for Unsupervised Network Anomaly Detection. | Naji Najari, Samuel Berlemont, Grgoire Lefebvre, Stefan Duffner, Christophe Garcia |
| 2022 | DAS | Improving Information Extraction on Business Documents with Specific Pre-training Tasks. | Thibault Douzon, Stefan Duffner, Christophe Garcia, Jrmy Espinas |
| 2021 | CAIP | Unsupervised Recognition of the Logical Structure of Business Documents Based on Spatial Relationships. | Louisa Kessi, Frank Lebourgeois, Christophe Garcia |
| 2021 | CAIP | Exploiting Visual Context to Identify People in TV Programs. | Thomas Petit, Pierre Letessier, Stefan Duffner, Christophe Garcia |
| 2021 | ICDAR | Data-Efficient Information Extraction from Documents with Pre-trained Language Models. | Clment Sage, Thibault Douzon, Alex Aussem, Vronique Eglin, Haytham Elghazel, Stefan Duffner, Christophe Garcia, Jrmy Espinas |
| 2021 | IJCNN | Sequence Metric Learning as Synchronization of Recurrent Neural Networks. | Paul Compagnon, Grgoire Lefebvre, Stefan Duffner, Christophe Garcia |
| 2021 | SIN | RADON: Robust Autoencoder for Unsupervised Anomaly Detection. | Naji Najari, Samuel Berlemont, Grgoire Lefebvre, Stefan Duffner, Christophe Garcia |
| 2020 | ICPR | Learning Sparse Filters in Deep Convolutional Neural Networks with a l | Anthony Berthelier, Yongzhe Yan, Thierry Chateau, Christophe Blanc, Stefan Duffner, Christophe Garcia |
| 2020 | IJCNN | Multiple Instance Learning for Training Neural Networks under Label Noise. | Stefan Duffner, Christophe Garcia |
| 2019 | CBMS | Personalized Posture and Fall Classification with Shallow Gated Recurrent Units. | Paul Compagnon, Grgoire Lefebvre, Stefan Duffner, Christophe Garcia |
| 2019 | ICANN | Routine Modeling with Time Series Metric Learning. | Paul Compagnon, Grgoire Lefebvre, Stefan Duffner, Christophe Garcia |
| 2018 | MMSP | Deep Siamese Network for Multiple Object Tracking. | Bonan Cuan, Khalid Idrissi, Christophe Garcia |
| 2016 | ICANN | Polar Sine Based Siamese Neural Network for Gesture Recognition. | Samuel Berlemont, Grgoire Lefebvre, Stefan Duffner, Christophe Garcia |
| 2016 | ICANN | Blind Super-Resolution with Deep Convolutional Neural Networks. | Clment Peyrard, Moez Baccouche, Christophe Garcia |
| 2016 | ICFHR | An Efficient New PDE-based Characters Reconstruction after Graphics Removal. | Louisa Kessi, Frank Lebourgeois, Christophe Garcia |
| 2015 | ICASSP | Logistic similarity metric learning for face verification. | Lilei Zheng, Khalid Idrissi, Christophe Garcia, Stefan Duffner, Atilla Baskurt |
| 2015 | ICDAR | ICDAR2015 competition on Text Image Super-Resolution. | Clment Peyrard, Moez Baccouche, Franck Mamalet, Christophe Garcia |
| 2015 | ICDAR | Joint denoising and magnification of noisy Low-Resolution textual images. | Rim Walha, Fadoua Drira, Frank Lebourgeois, Christophe Garcia, Adel M. Alimi |
| 2015 | ICDAR | Deep learning and recurrent connectionist-based approaches for Arabic text recognition in videos. | Sonia Yousfi, Sid-Ahmed Berrani, Christophe Garcia |
| 2015 | ICDAR | ALIF: A dataset for Arabic embedded text recognition in TV broadcast. | Sonia Yousfi, Sid-Ahmed Berrani, Christophe Garcia |
| 2014 | DAS | A Novel Learning-Free Word Spotting Approach Based on Graph Representation. | Peng Wang, Vronique Eglin, Christophe Garcia, Christine Largeron, Josep Llads, Alicia Forns |
| 2014 | ECCV | Exploiting Contextual Motion Cues for Visual Object Tracking. | Stefan Duffner, Christophe Garcia |
| 2014 | ECCV | The Visual Object Tracking VOT2014 Challenge Results. | Matej Kristan, Roman P. Pflugfelder, Ales Leonardis, Jiri Matas, Luka Cehovin, Georg Nebehay, Toms Vojr, Gustavo Fernndez, Alan Lukezic, Aleksandar Dimitriev, Alfredo Petrosino, Amir Saffari, Bo Li, Bohyung Han, Cherkeng Heng, Christophe Garcia, Dominik Pangersic, Gustav Hger, Fahad Shahbaz Khan, Franci Oven, Horst Possegger, Horst Bischof, Hyeonseob Nam, Jianke Zhu, Jijia Li, Jin Young Choi, Jinwoo Choi, Joo F. Henriques, Joost van de Weijer, Jorge Batista, Karel Lebeda, Kristoffer fjll, Kwang Moo Yi, Lei Qin, Longyin Wen, Mario Edoardo Maresca, Martin Danelljan, Michael Felsberg, Ming-Ming Cheng, Philip H. S. Torr, Qingming Huang, Richard Bowden, Sam Hare, Samantha YueYing Lim, Seunghoon Hong, Shengcai Liao, Simon Hadfield, Stan Z. Li, Stefan Duffner, Stuart Golodetz, Thomas Mauthner, Vibhav Vineet, Weiyao Lin, Yang Li, Yuankai Qi, Zhen Lei, Zhi Heng Niu |
| 2014 | ICASSP | 3D gesture classification with convolutional neural networks. | Stefan Duffner, Samuel Berlemont, Grgoire Lefebvre, Christophe Garcia |
| 2014 | ICFHR | A Sparse Coding Based Approach for the Resolution Enhancement and Restoration of Printed and Handwritten Textual Images. | Rim Walha, Fadoua Drira, Adel M. Alimi, Frank Lebourgeois, Christophe Garcia |
| 2014 | ICIP | Handwritten word spotting based on a hybrid optimal distance. | Peng Wang, Vronique Eglin, Christine Largeron, Christophe Garcia |
| 2014 | ICIP | Arabic text detection in videos using neural and boosting-based approaches: Application to video indexing. | Sonia Yousfi, Sid-Ahmed Berrani, Christophe Garcia |
| 2014 | ICPR | Sparse Coding with a Coupled Dictionary Learning Approach for Textual Image Super-resolution. | Rim Walha, Fadoua Drira, Frank Lebourgeois, Christophe Garcia, Adel M. Alimi |
| 2014 | ICPR | A Coarse-to-Fine Word Spotting Approach for Historical Handwritten Documents Based on Graph Embedding and Graph Edit Distance. | Peng Wang, Vronique Eglin, Christophe Garcia, Christine Largeron, Josep Llads, Alicia Forns |
| 2013 | ACIVS | Incremental Principal Component Analysis-Based Sparse Representation for Face Pose Classification. | Yuyao Zhang, Younes Benhamza, Khalid Idrissi, Christophe Garcia |
| 2013 | AVSS | Unsupervised online learning of visual focus of attention. | Stefan Duffner, Christophe Garcia |
| 2013 | AVSS | Learning a bag of features based nonlinear metric for facial similarity. | Grgoire Lefebvre, Christophe Garcia |
| 2013 | CAIP | Exploring Interest Points and Local Descriptors for Word Spotting Application on Historical Handwriting Images. | Peng Wang, Vronique Eglin, Christine Largeron, Antony McKenna, Christophe Garcia |
| 2013 | ICANN | BLSTM-RNN Based 3D Gesture Classification. | Grgoire Lefebvre, Samuel Berlemont, Franck Mamalet, Christophe Garcia |
| 2013 | ICANN | A Combination of Hand-Crafted and Hierarchical High-Level Learnt Feature Extraction for Music Genre Classification. | Julien N. P. Martel, Toru Nakashika, Christophe Garcia, Khalid Idrissi |
| 2013 | ICCV | PixelTrack: A Fast Adaptive Algorithm for Tracking Non-rigid Objects. | Stefan Duffner, Christophe Garcia |
| 2013 | ICDAR | Multiple Learned Dictionaries Based Clustered Sparse Coding for the Super-Resolution of Single Text Image. | Rim Walha, Fadoua Drira, Frank Lebourgeois, Christophe Garcia, Adel M. Alimi |
| 2013 | ICDAR | A Comprehensive Representation Model for Handwriting Dedicated to Word Spotting. | Peng Wang, Vronique Eglin, Christophe Garcia, Christine Largeron, Antony McKenna |
| 2013 | ICIAP | Single Textual Image Super-Resolution Using Multiple Learned Dictionaries Based Sparse Coding. | Rim Walha, Fadoua Drira, Frank Lebourgeois, Christophe Garcia, Adel M. Alimi |
| 2012 | ACIVS | Kernel Similarity Based AAMs for Face Recognition. | Yuyao Zhang, Younes Benhamza, Khalid Idrissi, Christophe Garcia |
| 2012 | BMVC | Spatio-Temporal Convolutional Sparse Auto-Encoder for Sequence Classification. | Moez Baccouche, Franck Mamalet, Christian Wolf, Christophe Garcia, Atilla Baskurt |
| 2012 | DAS | Combining Multi-scale Character Recognition and Linguistic Knowledge for Natural Scene Text OCR. | Khaoula Elagouni, Christophe Garcia, Franck Mamalet, Pascale Sbillot |
| 2012 | ICANN | Text Recognition in Videos Using a Recurrent Connectionist Approach. | Khaoula Elagouni, Christophe Garcia, Franck Mamalet, Pascale Sbillot |
| 2012 | ICANN | Simplifying ConvNets for Fast Learning. | Franck Mamalet, Christophe Garcia |
| 2012 | ICPR | Sparse shift-invariant representation of local 2D patterns and sequence learning for human action recognition. | Moez Baccouche, Franck Mamalet, Christian Wolf, Christophe Garcia, Atilla Baskurt |
| 2012 | Interspeech | Local-feature-map Integration Using Convolutional Neural Networks for Music Genre Classification. | Toru Nakashika, Christophe Garcia, Tetsuya Takiguchi |
| 2010 | ICANN | Action Classification in Soccer Videos with Long Short-Term Memory Recurrent Neural Networks. | Moez Baccouche, Franck Mamalet, Christian Wolf, Christophe Garcia, Atilla Baskurt |
| 2010 | ISCAS | Embedded facial image processing with Convolutional Neural Networks. | Franck Mamalet, Sbastien Roux, Christophe Garcia |
| 2009 | MMSP | Object detection with a minimal set of examples using Convolutional PCA. | Sbastien Onis, Christophe Garcia, Henri Sanson, Jean-Luc Dugelay |
| 2008 | FUSION | A heterogeneous descriptor fusion process for visual concept identification. | Grgoire Lefebvre, Christophe Garcia |
| 2008 | ICPR | A probabilistic Self-Organizing Map for facial recognition. | Grgoire Lefebvre, Christophe Garcia |
| 2007 | AVSS | Face recognition using non-linear image reconstruction. | Stefan Duffner, Christophe Garcia |
| 2007 | AVSS | Facial biometry by stimulating salient singularity masks. | Grgoire Lefebvre, Christophe Garcia |
| 2007 | ICANN | An Online Backpropagation Algorithm with Validation Error-Based Adaptive Learning Rate. | Stefan Duffner, Christophe Garcia |
| 2007 | ICDAR | Robust Binarization for Video Text Recognition. | Zohra Saidane, Christophe Garcia |
| 2007 | IVA | Avatar Puppetry Using Real-Time Audio and Video Analysis. | Sylvain Le Gallou, Gaspard Breton, Renaud Sguier, Christophe Garcia |
| 2006 | ICANN | A Neural Scheme for Robust Detection of Transparent Logos in TV Programs. | Stefan Duffner, Christophe Garcia |
| 2006 | ICPR | Supervised Image Classification by SOM Activity Map Comparison. | Grgoire Lefebvre, Christophe Laurent, Julien Ros, Christophe Garcia |
| 2006 | IUI | Modeling gaze behavior for a 3D ECA in a dialogue situation. | Gaspard Breton, Danielle Pel, Christophe Garcia |
| 2005 | AVSS | Enhancing face recognition from video sequences using robust statistics. | Sid-Ahmed Berrani, Christophe Garcia |
| 2005 | AVSS | Normalized radial basis function networks and bilinear discriminant analysis for face recognition. | Muriel Visani, Christophe Garcia, Jean-Michel Jolion |
| 2004 | ICCVG | Two-Dimensional-Oriented Linear Discriminant Analysis for Face Recognition. | Muriel Visani, Christophe Garcia, Jean-Michel Jolion |
| 2002 | ICPR | A Neural Architecture for Fast and Robust Face Detection. | Christophe Garcia, Manolis Delakis |
| 2001 | ICIP | : 3D translational motion estimation from 2D displacements. | Christophe Garcia, George Tziritas |
| 2000 | ICASSP | Text detection and segmentation in complex color images. | Christophe Garcia, X. Apostolidis |
| 1998 | EGVE | Meet.Me@Cyberstage: towards Immersive Telepresence. | Vali Lalioti, Christophe Garcia, Frank Hasenbrink |
| 1998 | VRST | Virtual meeting in cyberstage. | Vali Lalioti, Christophe Garcia, Frank Hasenbrink |
| 1997 | ICIAP | Object Pose by Affine Iterations. | Fadi Dornaika, Christophe Garcia |
| 1993 | DEXA | Facilitatory Process for Contrast Detection. | Santiago Candela Sol, Christophe Garcia, J. Muoz, Francisco Alayn Hernndez |