Publications LIRIS pour Christophe Garcia (94)

• 2022 (3)
• Conferences (3)
• International conferences with peer review (3)
•  Naji Najari, Samuel Berlemont, Grégoire Lefebvre, Stefan Duffner & Christophe Garcia (2022). "RESIST: Robust Transformer for Unsupervised Time Series Anomaly Detection". International Workshop on Advanced Analytics and Learning on Temporal Data (AALTD), ECML-PKDD, 23 septembre 2022, Grenoble (France). doi : 10.1007/978-3-031-24378-3_5. HAL : hal-04346819. .
•  Thibault Douzon, Stefan Duffner, Christophe Garcia & Jérémy Espinas (2022). "Improving Information Extraction on Business Documents with Specific Pre-Training Tasks". Document Analysis Systems 15th IAPR International Workshop, DAS 2022, 23 mai 2022, La Rochelle (France), pp. 111-125. doi : 10.1007/978-3-031-06555-2_8. HAL : hal-03676134. .
•  Naji Najari, Samuel Berlemont, Grégoire Lefebvre, Stefan Duffner & Christophe Garcia (2022). "Robust Variational Autoencoders and Normalizing Flows for Unsupervised Network Anomaly Detection". The 36th International Conference on Advanced Information Networking and Applications (AINA), 2022, 13 avril 2022, Sydney (Australia). HAL : hal-03542451. .
• 2021 (6)
• Journals (1)
• International journals with peer review (1)
•  Yongzhe Yan, Stefan Duffner, Priyanka Phutane, Anthony Berthelier, Christophe Blanc, Christophe Garcia & Thierry Chateau (2021). "2D Wasserstein Loss for Robust Facial Landmark Detection". Pattern Recognition. doi : 10.1016/j.patcog.2021.107945. HAL : hal-03162012. .
• Conferences (4)
• International conferences with peer review (4)
•  Naji Najari, Samuel Berlemont, Grégoire Lefebvre, Stefan Duffner & Christophe Garcia (2021). "RADON: Robust Autoencoder for Unsupervised Anomaly Detection". The 14th International Conference on Security of Information and Networks, SINCONF 2021, 15 décembre 2021, Edinburgh (United Kingdom). doi : 10.1109/SIN54109.2021.9699174. HAL : hal-03542185.
•  Thomas Petit, Pierre Letessier, Stefan Duffner & Christophe Garcia (2021). "Exploiting Visual Context to Identify People in TV Programs". 19th International Conference on Computer Analysis of Images and Patterns, 30 septembre 2021, Virtual event (Cyprus), pp. 220-230. doi : 10.1007/978-3-030-89131-2_20. HAL : hal-03426301. .
•  Anthony Berthelier, Yongzhe Yan, Thierry Chateau, Christophe Blanc, Stefan Duffner & Christophe Garcia (2021). "Learning Sparse Filters In Deep Convolutional Neural Networks With A l 1 /l 2 Pseudo-Norm". CADL 2020 : Workshop on Computational Aspects of Deep Learning - ICPR 2020, 10 janvier 2021, Milan (Italy). doi : 10.1007/978-3-030-68763-2_50. HAL : hal-03048750. .
•  Clément Sage, Thibault Douzon, Alex Aussem, Véronique Eglin, Haytham Elghazel, Stefan Duffner, Christophe Garcia & Jérémy Espinas (2021). "Data-Efficient Information Extraction from Documents with Pre-Trained Language Models". ICDAR 2021 Workshop on Document Images and Language, 6 septembre 2021, Lausanne (Switzerland). doi : 10.1007/978-3-030-86159-9_33. HAL : hal-03267497. .
• Book edition (books, chapters, seminars, congress, special numbers) (1)
•  Stefan Duffner, Christophe Garcia, Khalid Idrissi & Atilla Baskurt (2021). "Similarity Metric Learning". Multi-faceted Deep Learning - Models and Data. HAL : hal-03465119. .
• 2020 (7)
• Journals (4)
• International journals with peer review (4)
•  Paul Compagnon, Grégoire Lefebvre, Stefan Duffner & Christophe Garcia (2020). "Learning Personalized ADL Recognition Models from Few Raw Data". Artificial Intelligence in Medicine, p. 101916. doi : 10.1016/j.artmed.2020.101916. HAL : hal-02882684. .
•  Yongzhe Yan, Stefan Duffner, Priyanka Phutane, Anthony Berthelier, Xavier Naturel, Christophe Blanc, Christophe Garcia & Thierry Chateau (2020). "Fine-grained facial landmark detection exploiting intermediate feature representations". Computer Vision and Image Understanding, vol. 200, pp. 1-14. doi : 10.1016/j.cviu.2020.103036. HAL : hal-02890931. .
•  Anthony Berthelier, Thierry Chateau, Stefan Duffner, Christophe Garcia & Christophe Blanc (2020). "Deep Model Compression and Architecture Optimization for Embedded Systems: A Survey". Journal of Signal Processing Systems. doi : 10.1007/s11265-020-01596-1. HAL : hal-03048735. .
•  Yongzhe Yan, Stefan Duffner, Xavier Naturel, Anthony Berthelier, Christophe Garcia, Christophe Blanc & Thierry Chateau (2020). "Two-stage human hair segmentation in the wild using deep shape prior". Pattern Recognition Letters, vol. 136, pp. 293-300. doi : 10.1016/j.patrec.2020.06.014. HAL : hal-02890593. .
• Conferences (3)
• International conferences with peer review (2)
•  Naji Najari, Samuel Berlemont, Grégoire Lefebvre, Stefan Duffner & Christophe Garcia (2020). "Network Traffic Modeling For IoT-device Re-identification". 2020 International Conference on Omni-layer Intelligent Systems (COINS), 2 septembre 2020, Barcelona (France), pp. 1-6. doi : 10.1109/COINS49042.2020.9191376. HAL : hal-03148283.
•  Stefan Duffner & Christophe Garcia (2020). "Multiple Instance Learning for Training Neural Networks under Label Noise". International Joint Conference on Neural Networks (IJCNN), 19 juillet 2020, Glasgow (United Kingdom). doi : 10.1109/IJCNN48605.2020.9206669. HAL : hal-02902571. .
• National conferences with peer review (1)
•  Anthony Berthelier, Yongzhe Yan, Thierry Chateau, Christophe Blanc, Stefan Duffner & Christophe Garcia (2020). "Compression de réseaux convolutifs par utilisation d’un terme de clarté l1/l2 sur les noyaux.". RFIAP, 23 juin 2020, Vannes (France). HAL : hal-02972510. .
• 2019 (4)
• Journals (1)
• International journals with peer review (1)
•  Bonan Cuan, Khalid Idrissi & Christophe Garcia (2019). "Online Appearance-Motion Coupling for Multi-Person Tracking in Videos". International Journal of Modeling and Optimization. doi : 10.7763/IJMO.2019.V9.687. HAL : hal-01989056.
• Conferences (3)
• International conferences with peer review (3)
•  Paul Compagnon, Grégoire Lefebvre, Stefan Duffner & Christophe Garcia (2019). "Personalized Posture and Fall Classification with Shallow Gated Recurrent Units". 32nd IEEE CBMS International Symposium on Computer-Based Medical Systems, 7 juin 2019, Cordoue (Spain). doi : 10.1109/CBMS.2019.00034. HAL : hal-02095355. .
•  Yongzhe Yan, Anthony Berthelier, Stefan Duffner, Xavier Naturel, Christophe Garcia & Thierry Chateau (2019). "Human Hair Segmentation In The Wild Using Deep Shape Prior". Conference on Computer Vision and Pattern Recognition Workshop (CVPR Workshop), Long Beach (United States of America). HAL : hal-02891974. .
•  Paul Compagnon, Grégoire Lefebvre, Stefan Duffner & Christophe Garcia (2019). "Routine Modeling with Time Series Metric Learning". 28th International Conference on Artificial Neural Networks, 17 septembre 2019, Munich (Germany). doi : 10.1007/978-3-030-30484-3_47. ArXiv : 1907.04666. HAL : hal-02165265. .
• 2018 (5)
• Journals (3)
• International journals with peer review (3)
•  Lilei Zheng, Stefan Duffner, Khalid Idrissi, Christophe Garcia & Atilla Baskurt (2018). "Pairwise Identity Verification via Linear Concentrative Metric Learning". IEEE Transactions on Cybernetics, pp. 1-12. doi : 10.1109/TCYB.2016.2634011. HAL : hal-01435368. .
•  Renato Cintra, Stefan Duffner, Christophe Garcia & André Leite (2018). "Low-complexity Approximate Convolutional Neural Networks". IEEE Transactions on Neural Networks and Learning Systems. doi : 10.1109/TNNLS.2018.2815435. HAL : hal-01727219. .
•  Rim Walha, Fadoua Drira, Franck Lebourgeois, Christophe Garcia & Alimi Adel (2018). "Handling noise in textual image resolution enhancement using online and offline learned dictionaries". International Journal on Document Analysis and Recognition, pp. 1-21. doi : 10.1007/s10032-017-0294-6. HAL : hal-01687853.
• Conferences (2)
• International conferences with peer review (2)
•  Bonan Cuan, Khalid Idrissi & Christophe Garcia (2018). "Deep Siamese Network for Multiple Object Tracking". IEEE 20th International Workshop on Multimedia Signal Processing (MMSP 2018), 29 août 2018, Vancouver (Canada). HAL : hal-01807982.
•  Yongzhe Yan, Xavier Naturel, Thierry Chateau, Stefan Duffner, Christophe Garcia & Christophe Blanc (2018). "A survey of deep facial landmark detection". RFIAP, Paris (France). HAL : hal-02892002. .
• 2017 (4)
• Journals (3)
• International journals with peer review (3)
•  Sonia Yousfi, Sid-Ahmed Berrani & Christophe Garcia (2017). "Contribution of recurrent connectionist language models in improving LSTM-based Arabic text recognition in videos". Pattern Recognition, vol. 64, pp. 245-254. doi : 10.1016/j.patcog.2016.11.011. HAL : hal-01413629.
•  Samuel Berlemont, Grégoire Lefebvre, Stefan Duffner & Christophe Garcia (2017). "Class-Balanced Siamese Neural Networks". Neurocomputing. HAL : hal-01580527. .
•  Stefan Duffner & Christophe Garcia (2017). "Fast Pixelwise Adaptive Visual Tracking of Non-Rigid Objects". IEEE Transactions on Image Processing, vol. 26, #5, pp. 2368-2380. doi : 10.1109/TIP.2017.2676346. HAL : hal-01574513.
• Conferences (1)
• International conferences with peer review (1)
•  Smrity Bhattarai, Arjuna Madanayake, Renato J. Cintra, Stefan Duffner & Christophe Garcia (2017). "Digital architecture for real-time CNN-based face detection for video processing". IEEE Cognitive Communications for Aerospace Applications Workshop (CCAA), 28 juin 2017, Cleveland (United States of America). doi : 10.1109/CCAAW.2017.8001608. HAL : hal-01574551.
• 2016 (5)
• Journals (1)
• International journals with peer review (1)
•  Rim Walha, Fadoua Drira, Frank Lebourgeois, Christophe Garcia & Adel Alimi (2016). "Resolution enhancement of textual images: a survey of single image-based methods". IET Image Processing, vol. Volume 10, Issue 4, pp. 325-337. doi : 10.1049/iet-ipr.2015.0334. HAL : hal-01421267.
• Conferences (3)
• International conferences with peer review (3)
•  Louisa Kessi, Frank Le Bourgeois & Christophe Garcia (2016). "An Efficient New PDE-based Characters Reconstruction After Graphics Removal". 15th International Conference on Frontiers in Handwriting Recognition (ICFHR-2016), 26 octobre 2016, Shenzhen (China). HAL : hal-01345831. .
•  Clément Peyrard, Christophe Garcia & Moez Baccouche (2016). "Blind Super-Resolution with Deep Convolutional Neural Networks". ICANN 2016: 25th International Conference on Artificial Neural Networks, 9 septembre 2016, Barcelona (Spain), pp. 161-169. doi : 10.1007/978-3-319-44781-0_20. HAL : hal-01421034.
•  Samuel Berlemont, Grégoire Lefebvre, Stefan Duffner & Christophe Garcia (2016). "Polar Sine Based Siamese Neural Network for Gesture Recognition". International Conference on Artificial Neural Networks, 9 septembre 2016, Barcelona (Spain). doi : 10.1007/978-3-319-44781-0_48. HAL : hal-01369302. .
• Book edition (books, chapters, seminars, congress, special numbers) (1)
•  Louisa Kessi, Frank Le Bourgeois & Christophe Garcia (2016). "AColDSS: Robust Unsupervised Automatic Color Segmentation System for Noisy Heterogeneous Document Images". European Project Space on Computer Vision, Graphics, Optics and PhotonicsBerlin, GermanyMarch, 2015Filipa Duarte (Ed.), SCITERESS, Sponsored and Organized by INSTICC Published by SCITEPRESS. HAL : hal-01272998.
• 2015 (15)
• Journals (4)
• International journals with peer review (4)
•  Rim Walha, Fadoua Drira, Frank Lebourgeois, Christophe Garcia & Adel Alimi (2015). "Resolution enhancement of textual images via multiple coupled dictionaries and adaptive sparse representation selection". International Journal on Document Analysis and Recognition, vol. Volume 18, Issue 1, pp 87-107. doi : 10.1007/s10032-014-0235-6. HAL : hal-01421272.
•  Stefan Duffner & Christophe Garcia (2015). "Visual Focus of Attention estimation with unsupervised incremental learning". IEEE Transactions on Circuits and Systems for Video Technology. doi : 10.1109/TCSVT.2015.2501920. HAL : hal-01153969. .
•  Lilei Zheng, Stefan Duffner, Khalid Idrissi, Christophe Garcia & Atilla Baskurt (2015). "Siamese Multi-layer Perceptrons for Dimensionality Reduction and Face Identification". Multimedia Tools and Applications,,. doi : 10.1007/s11042-015-2847-3. HAL : hal-01182273. .
•  Stefan Duffner & Christophe Garcia (2015). "Using discriminative motion context for on-line visual object tracking". IEEE Transactions on Circuits and Systems for Video Technology. doi : 10.1109/TCSVT.2015.2504739. HAL : hal-01340308. .
• Conferences (11)
• International conferences with peer review (11)
•  Jiwen Lu, Junlin Hu, Venice Erin Liong, Xiuzhuang Zhou, Andrea Bottino, Ihtesham Ul Islam, Tiago Figueiredo Vieira, Xiaoqian Qin, Xiaoyang Tan et al. (2015). "The FG 2015 Kinship Verification in the Wild Evaluation". 11th IEEE International Conference on Automatic Face and Gesture Recognition (FG 2015), 8 mai 2015, Ljubljana (Slovenia). HAL : hal-01158942. .
•  Lilei Zheng, Khalid Idrissi, Christophe Garcia, Stefan Duffner & Atilla Baskurt (2015). "Triangular Similarity Metric Learning for Face Verification". 11th IEEE International Conference on Automatic Face and Gesture Recognition (FG 2015), 8 mai 2015, Ljubljana (Slovenia). HAL : hal-01158908. .
•  Walha Rim, Drira Fadoua, Frank Le Bourgeois, Christophe Garcia & Alimi Adel (2015). "Joint Denoising and Magnification of Noisy Low-Resolution Textual Images". 13th International Conference on Document Analysis and Recognition (ICDAR 2015), 26 août 2015, Tunis (Tunisia). HAL : hal-01152207.
•  Lilei Zheng, Khalid Idrissi, Christophe Garcia, Stefan Duffner & Atilla Baskurt (2015). "Logistic Similarity Metric Learning for Face Verification". 40th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2015, 24 avril 2015, Brisbane (Australia). HAL : hal-01158949. .
•  Sonia Yousfi, Sid-Ahmed Berrani & Christophe Garcia (2015). "Deep Learning and Recurrent Connectionist-based Approaches for Arabic Text Recognition in Videos". 13th International Conference on Document Analysis and Recognition (ICDAR 2015), 26 août 2015, Tunis (Tunisia). HAL : hal-01152209.
•  Clément Peyrard, Moez Baccouche, Franck Mamalet & Christophe Garcia (2015). "ICDAR2015 Competition on Text Image Super-Resolution". 13th International Conference on Document Analysis and Recognition (ICDAR 2015), 26 août 2015, Tunis (Tunisia). HAL : hal-01157903.
•  Samuel Berlemont, Grégoire Lefebvre, Stefan Duffner & Christophe Garcia (2015). "Siamese Neural Network based Similarity Metric for Inertial Gesture Classification and Rejection". International Conference on Automatic Face and Gesture Recognition, 8 mai 2015, Ljubljana (Slovenia), pp. 1-6. doi : 10.1109/FG.2015.7163112. HAL : hal-01179993. .
•  Clément Peyrard, Franck Mamalet & Christophe Garcia (2015). "A Comparison between Multi-Layer Perceptrons and Convolutional Neural Networks for Text Image Super-Resolution". International Conference on Computer Vision Theory and Applications, 14 mars 2015, Berlin (Germany). doi : 10.5220/0005297200840091. HAL : hal-01260671.
•  Louisa Kessi, Frank Le Bourgeois, Christophe Garcia & Jean Duong (2015). "AColDPS : Robust and Unsupervised Automatic Color Document Processing System". VISAPP 2015, 10th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, 14 mars 2015, Berlin (Germany). doi : 10.5220/0005315801740185. HAL : hal-01272989. .
•  Louisa Kessi, Frank Le Bourgeois & Christophe Garcia (2015). "An Eficient Image Registration Method based on Modified NonLocal - Means : Application to Color Business Document Images". 10th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, 14 mars 2015, Berlin (Germany), pp. 166-173. doi : 10.5220/0005315301660173. HAL : hal-01272993. .
•  Matej Kristan, Jiri Matas, Aleš Leonardis, Michael Felsberg, Luka Cehovin, Gustavo Fernández, Tomas Vojir, Gustav Häger, Georg Nebehay et al. (2015). "The Visual Object Tracking VOT2015 Challenge Results". Visual Object Tracking Workshop 2015 at ICCV2015, 12 décembre 2015, Santiago (Chile). doi : 10.1109/ICCVW.2015.79. HAL : hal-01336773. .
• 2014 (19)
• Journals (5)
• International journals with peer review (4)
•  Ngoc-Son Vu, Thanh Phuong Nguyen & Christophe Garcia (2014). "Improving Texture Categorization with Biologically Inspired Filtering". Image and Vision Computing, vol. 3, pp. 424-436. HAL : hal-01584903.
•  Christian Wolf, Eric Lombardi, Julien Mille, Oya Celiktutan, Mingyuan Jiu, Emre Dogan, Gonen Eren, Moez Baccouche, Emmanuel Dellandréa et al. (2014). "Evaluation of video activity localizations integrating quality and quantity measurements". Computer Vision and Image Understanding, vol. 127, pp. 14-30. doi : 10.1016/j.cviu.2014.06.014. HAL : hal-01283866. .
•  Toru Nakashika, Toshiya Yoshioka, Tetsuya Takiguchi, Yasuo Ariki, Stefan Duffner & Christophe Garcia (2014). "Convolutive Bottleneck Network with Dropout for Dysarthric Speech Recognition". Transactions on Machine Learning and Artificial Intelligence, vol. 2, pp. 1-15. doi : 10.14738/tmlai.22.150. HAL : hal-01301040. .
•  Khaoula Elagouni, Christophe Garcia, Franck Mamalet & Pascale Sébillot (2014). "Text Recognition in Multimedia Documents: A Study of two Neural-based OCRs Using and Avoiding Character Segmentation". International Journal on Document Analysis and Recognition, vol. 17, #1, pp. 19-31. doi : 10.1007/s10032-013-0202-7. HAL : hal-00867225. .
• National journals with peer review (1)
•  Wang Peng, Véronique Eglin, Christine Largeron, Christophe Garcia, Josep Lladós & Alicia Fornés (2014). "Représentation des mots manuscrits par graphe pour la recherche par similarité". Document numérique - Revue des sciences et technologies de l'information. Série Document numérique, vol. 17, #3, pp. 53-75. doi : 10.3166/dn.17.3.53-75. HAL : hal-01223299.
• Conferences (12)
• International conferences with peer review (11)
•  Rim Walha, Drira Fadoua, Frank Le Bourgeois, Christophe Garcia & Mohamed Adel Alimi (2014). "Histogram of Structure Tensors: Application to Pattern Clustering". International Conference on Computer Graphics, Visualization and Computer Vision 2014 (WSCG 2014), 2 juin 2014, Pizen (Czech Republic). HAL : hal-01584905.
•  Rim Walha, Drira Fadoua, Frank Le Bourgeois, Christophe Garcia & Mohamed Adel Alimi (2014). "A Sparse Coding based Approach for the Resolution Enhancement and Restoration of Printed and Handwritten Textual Images". 14th International Conference on Frontiers in Handwriting Recognition (ICFHR-2014), 1 septembre 2014, Crete (Greece). doi : 10.1109/ICFHR.2014.122. HAL : hal-01584904.
•  Rim Walha, Fadoua Drira, Frank Lebourgeois, Christophe Garcia & M. Alimi Adel (2014). "Sparse Coding with a Coupled Dictionary Learning Approach for Textual Image Super-resolution". 22nd International Conference on Pattern Recognition (ICPR), 28 août 2014, Stockholm (Sweden), pp. 4459-4464. doi : 10.1109/ICPR.2014.763. HAL : hal-01574556.
•  Sonia Yousfi, Sid-Ahmed Berrani & Christophe Garcia (2014). "Arabic text detection in videos using neural and boosting-based approaches: Application to video indexing". International Conference on Image Processing (ICIP), 27 octobre 2014, Paris (France). HAL : hal-01584915.
•  Christine Largeron, Peng Wang, Véronique Eglin & Christophe Garcia (2014). "Handwritten Word Spotting Based on A Hybrid Optimal Distance". International Conference on Image Processing (ICIP 2014), 30 octobre 2014, Paris (France), xxx. HAL : ujm-01017645.
•  Stefan Duffner, Samuel Berlemont, Grégoire Lefebvre & Christophe Garcia (2014). "3D gesture classification with convolutional neural networks". International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 9 mai 2014, Florence (Italy), pp. 5432-5436. doi : 10.1109/ICASSP.2014.6854641. HAL : hal-01180542. .
•  Christine Largeron, Véronique Eglin, Christophe Garcia, Peng Wang, Llados J. & Fornes A. (2014). "A novel learning-free word spotting approach based on graph representation". 11th IAPR workshop on Document Analysis System (DAS 2014), 10 juillet 2014, Tours (France), xx. HAL : ujm-01017651.
•  Christine Largeron, Véronique Eglin, Christophe Garcia & Peng Wang (2014). "A Coarse-to-Fine Word Spotting Approach for Historical Handwritten Documents Based on Graph Embedding and Graph Edit Distance". International Conference on Pattern Recognition (ICPR 2014), 28 juillet 2014, Stockholm (Sweden), xx. HAL : ujm-01017646.
•  Matej Kristan, Roman Pflugfelder, Ales Leonardis, Jiri Matas, Luka Cehovin, Georg Nebehay, Tomas Vojir, Gustavo Fernández, Alan Lukezic et al. (2014). "The Visual Object Tracking VOT2014 challenge results". Computer Vision - ECCV 2014 -Workshop on Visual Object Tracking Challenge (VOT2014), 6 septembre 2014, Zurich (Switzerland), pp. 1-27. doi : 10.1007/978-3-319-16181-5_14. HAL : hal-01301090. .
•  Stefan Duffner & Christophe Garcia (2014). "Exploiting contextual motion cues for visual object tracking". Workshop on Visual Object Tracking Challenge (VOT2014) - ECCV, 6 septembre 2014, Zurich (Switzerland), pp. 1-12. HAL : hal-01301089.
•  Toru Nakashika, Toshiya Yoshioka, Tetsuya Takiguchi, Yasuo Ariki, Stefan Duffner & Christophe Garcia (2014). "Dysarthric Speech Recognition Using a Convolutive Bottleneck Network". IEEE International Conference on Signal Processing (ICSP), 19 octobre 2014, HangZhou (China), pp. 505-509. HAL : hal-01301122.
• National conferences with peer review (1)
•  Christine Largeron, Fornes A., Véronique Eglin, Christophe Garcia, Llados J. & Peng Wang (2014). "Représentation par graphe de mots manuscrits dans les images pour la recherche par similarité". Colloque International Francophone sur l'Écrit et le Document, 21 mars 2014, Nancy (France). HAL : ujm-01017658.
• Book edition (books, chapters, seminars, congress, special numbers) (1)
•  Gregoire Lefebvre, Samuel Berlemont, Franck Mamalet & Christophe Garcia (2014). "Inertial Gesture Recognition with BLSTM-RNN". Artificial Neural Networks, Springer, Springer International Publishing, pp. 393-410. doi : 10.1007/978-3-319-09903-3_19. HAL : hal-01313174.
• Others (1)
•  Sonia Yousfi, Sid-Ahmed Berrani & Christophe Garcia (2014). "Boosting-based approaches for Arabic text detection in news videos". The 11th IAPR International Workshop on Document Analysis Systems (DAS'14), 4 avril 2014, Tours (France). Poster. HAL : hal-01584898.
• 2013 (12)
• Conferences (12)
• International conferences with peer review (12)
•  Stefan Duffner & Christophe Garcia (2013). "PixelTrack: a fast adaptive algorithm for tracking non-rigid objects". International Conference on Computer Vision (ICCV 2013), 1 décembre 2013, Sydney (Australia), pp. 2480-2487. HAL : hal-00976387. .
•  Christophe Garcia (2013). "Deep Learning for Low Resolution Face Analysis". International Workshop on Low Resolution Face Analysis (LRFA 2013), 27 août 2013, Krakow (Poland), 1 -6. HAL : hal-01339251.
•  Yuyao Zhang, Younes Houari Benhamza, Khalid Idrissi & Christophe Garcia (2013). "Incremental Principal Component Analysis-based Sparse Representation for Face Pose Classification". International Conference on Advanced Concepts for Intelligent Vision Systems (ACIVS 2013), 28 octobre 2013, Poznan (Poland), pp. 620-631. doi : 10.1007/978-3-319-02895-8_56. HAL : hal-01351703.
•  Christine Largeron, Véronique Eglin, Christophe Garcia, Antony Mckenna & Peng Wang (2013). "Exploring Interest Points and local description for Word Spotting Application on Historical Handwriting images". International Conference on Computer Analysis on Images and Patterns, CAIP 2013, 29 août 2013, york (United Kingdom), pp. 408-415. HAL : ujm-00870695.
•  Stefan Duffner & Christophe Garcia (2013). "Unsupervised Online Learning of Visual Focus of Attention". 10-th IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS 2013), 27 août 2013, Krakow (Poland), pp. 25-30. HAL : hal-00976391. .
•  Yuyao Zhang, Khalid Idrissi & Christophe Garcia (2013). "A Dictionary-Learning Sparse Representation Framework for Pose Classification". IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2013), 22 septembre 2013, Southampton (United Kingdom), pp. 1-6. doi : 10.1109/MLSP.2013.6661971. HAL : hal-01339254.
•  Grégoire Lefebvre & Christophe Garcia (2013). "Learning a bag of features based nonlinear metric for facial similarity". Advanced Video and Signal Based Surveillance (AVSS), 2013 10th IEEE International Conference on, 30 août 2013, Krakow (Poland). doi : 10.1109/AVSS.2013.6636646. HAL : hal-01218768. .
•  Christine Largeron, Peng Wang, Véronique Eglin, Antony Mckenna & Christophe Garcia (2013). "A comprehensive representation model for handwriting dedicated to word spotting". International Conference on Document Analysis and Recognition (ICDAR), 28 août 2013, Washington (United States of America). HAL : ujm-00870693.
•  Rim Walha, Drira Fadoua, Frank Le Bourgeois, Christophe Garcia & Mohamed Adel Alimi (2013). "Multiple Learned Dictionaries based Clustered Sparse Coding for the Super-Resolution of Signle Text Image". International Conference on Document Analysis and Recognition (ICDAR 2013), 25 août 2013, Washington (United States of America), pp. 234-240. doi : 10.1109/ICDAR.2013.103. HAL : hal-01339188.
•  Grégoire Lefebvre, Samuel Berlemont, Franck Mamalet & Christophe Garcia (2013). "BLSTM-RNN based 3D Gesture Classification". Artificial Neural Networks and Machine Learning, ICANN 2013, 23rd International Conference on Artificial Neural Networks, 13 septembre 2013, Sofia (Bulgaria). HAL : hal-01224806. .
•  Julien Martel, Toru Nakashika, Christophe Garcia & Khalid Idrissi (2013). "A Combination of Hand-crafted and Hierarchical High-level Learnt Feature Extraction for Music Genre Classification". International Conference on Artificial Neural Networks (ICANN 2013), 10 septembre 2013, Sofia (Bulgaria), pp. 397-404. doi : 10.1007/978-3-642-40728-4_50. HAL : hal-01339196.
•  Rim Walha, Drira Fadoua, Frank Le Bourgeois, Christophe Garcia & Mohamed Adel Alimi (2013). "Single Textual Image Super-Resolution Using Multiple Learned Dictionaries Based Sparse Coding". International Conference on Image Analysis and Processing (ICIAP 2013), 9 septembre 2013, Naples (Italy), pp. 439-448. doi : 10.1007/978-3-642-41184-7_45. HAL : hal-01339214.
• 2012 (10)
• Journals (1)
• International journals with peer review (1)
•  Mingyuan Jiu, Christian Wolf, Christophe Garcia & Atilla Baskurt (2012). "Supervised learning and codebook optimization for bag of words models". Cognitive Computation, vol. 4, pp. 409-419. doi : 10.1007/s12559-012-9137-4. HAL : hal-01352965.
• Conferences (9)
• International conferences with peer review (7)
•  Moez Baccouche, Franck Mamalet, Christian Wolf, Christophe Garcia & Atilla Baskurt (2012). "Spatio-Temporal Convolutional Sparse Auto-Encoder for Sequence Classification". British Machine Vision Conference (BMVC), 3 septembre 2012, Guildford (United Kingdom), 124.1-124.12. doi : 10.5244/C.26.124. HAL : hal-01353046.
•  Khaoula Elagouni, Christophe Garcia, Franck Mamalet & Pascale Sébillot (2012). "Combining Multi-Scale Character Recognition and Linguistic Knowledge for Natural Scene Text OCR". 10th IAPR International Workshop on Document Analysis Systems, DAS, 29 mars 2012, Gold Coast, Queensland (Australia), pp. 120-124. HAL : hal-00753908. .
•  Khaoula Elagouni, Christophe Garcia, Franck Mamalet & Pascale Sébillot (2012). "Text Recognition in Videos using a Recurrent Connectionist Approach". 22th International Conference on Artificial Neural Networks, ICANN, 14 septembre 2012, Lausanne (Switzerland), pp. 172-179. doi : 10.1007/978-3-642-33266-1_22. HAL : hal-00753906. .
•  Toru Nakashika, Christophe Garcia & Tetsuya Takiguchi (2012). "Local-feature-map Integration Using Convolutional Neural Networks for Music Genre Classification". 13th Annual Conference of the International Speech Communication Association (INTERSPEECH 2012), 9 septembre 2012, Portland, Oregon (United States of America), pp. 1752-1755. HAL : hal-01353004.
•  Moez Baccouche, Franck Mamalet, Christian Wolf, Christophe Garcia & Atilla Baskurt (2012). "Sparse Shift-Invariant Representation of Local 2D Patterns and Sequence Learning for Human Action Recognition". 21st International Conference on Pattern Recognition (ICPR), 11 novembre 2012, Tsukuba Science City (Japan), pp. 3823-3826. HAL : hal-01353014.
•  Franck Mamalet & Christophe Garcia (2012). "Simplifying ConvNets for Fast Learning". International Conference on Artificial Neural Networks (ICANN 2012), 11 septembre 2012, Lausanne, Switzerland (Switzerland), pp. 58-65. doi : 10.1007/978-3-642-33266-1_8. HAL : hal-01353039.
•  Yuyao Zhang, Younes Houari Benhamza, Khalid Idrissi & Christophe Garcia (2012). "Kernel Similarity based AAMs for Face Recognition". Advanced Concepts for Intelligent Vision Systems (ACIVS 2012), 4 septembre 2012, Brno (Czech Republic), 395 -406. HAL : hal-01353008.
• National conferences with peer review (2)
•  Mingyuan Jiu, Christian Wolf, Christophe Garcia & Atilla Baskurt (2012). "Supervised learning and codebook optimization with neural network". COmpression et REprésentation des Signaux Audiovisuels (CORESA 2012), 24 mai 2012, Lille (France), pp. 50-55. HAL : hal-01352975.
•  Yuyao Zhang, Younes Houari Benhamza, Khalid Idrissi & Christophe Garcia (2012). "Probabilistic Active Appearance Models". Compression et Représentation des Signaux Audiovisuels (CORESA'12), 24 mai 2012, Lille (France), pp. 217-222. HAL : hal-01353005.
• 2011 (4)
• Conferences (4)
• International conferences with peer review (2)
•  Khaoula Elagouni, Christophe Garcia & Pascale Sébillot (2011). "A Comprehensive Neural-Based Approach for Text Recognition in Videos using Natural Language Processing". ACM International Conference on Multimedia Retrieval, ICMR, Trento (Italy), 8 pages, 2 columns. HAL : hal-00645219. .
•  Moez Baccouche, Franck Mamalet, Christian Wolf, Christophe Garcia & Atilla Baskurt (2011). "Sequential Deep Learning for Human Action Recognition". 2nd International Workshop on Human Behavior Understanding (HBU), 16 novembre 2011, Amsterdam (Netherlands), pp. 29-39. doi : 10.1007/978-3-642-25446-8_4. HAL : hal-01354493.
• National conferences with peer review (2)
•  Khaoula Elagouni, Christophe Garcia & Pascale Sébillot (2011). "Reconnaissance automatique de texte dans des vidéos à l'aide d'un OCR et de connaissances linguistiques". GRETSI, Bordeaux (France), 4 pages, 2 columns. HAL : hal-00645217. .
•  Khaoula Elagouni, Christophe Garcia & Pascale Sébillot (2011). "Reconnaissance automatique de textes dans les vidéos à l’aide d’un OCR et de connaissances linguistiques". Groupe de Recherche et d'Etudes du Traitement du Signal (Gretsi 2011), 5 septembre 2011, Bordeaux (France), inconnue. HAL : hal-01354571.