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    81

    Multimedia and remote sensing data analysis and understanding


    Currently working on pattern recognition in the context of video sequences and remote sensing images analysis. My activities cover image and video content low level description to high semantic level concepts recognition. Many topics involved, image filtering, visual features extraction, multimodal data fusion & clustering.


    Journal articles16 documents

    • Rémi Gosselin, Loïc Vieu, Faiza Loukil, A Benoit. Privacy and Security in Federated Learning: A Survey. Applied Sciences, MDPI, 2022. ⟨hal-03794100⟩
    • Emna Amri, Pierre Dardouillet, Alexandre Benoit, Hermann Courteille, Philippe Bolon, et al.. Offshore Oil Slick Detection: From Photo-Interpreter to Explainable Multi-Modal Deep Learning Models Using SAR Images and Contextual Data. Remote Sensing, MDPI, 2022, 14 (15), pp.3565. ⟨10.3390/rs14153565⟩. ⟨hal-03763674⟩
    • Kevin Jacq, William Rapuc, A Benoit, Didier Coquin, Bernard Fanget, et al.. Sedimentary structure discrimination with hyperspectral imaging in sediment cores. Science of the Total Environment, 2021, 817, pp.152018. ⟨10.1016/j.scitotenv.2021.152018⟩. ⟨hal-03594640⟩
    • Didier Coquin, Reda Boukezzoula, Alexandre Benoit, Thanh Long Nguyen. Assistance via IoT Networking cameras and Evidence Theory for 3D Object Instance Recognition: Application for the NAO Humanoid Robot. Internet of Things, Elsevier, 2020, ⟨10.1016/j.iot.2019.100128⟩. ⟨hal-02342865⟩
    • Abdourrahmane Atto, Alexandre Benoît, Patrick Lambert. Timed-image based deep learning for action recognition in video sequences. Pattern Recognition, Elsevier, 2020, 104, pp.107353. ⟨10.1016/j.patcog.2020.107353⟩. ⟨hal-01920608v2⟩
    • Sourour Brahimi, Najib Ben Aoun, A Benoit, Patrick Lambert, Chokri Ben Amar. Semantic Segmentation using Reinforced Fully Convolutional DenseNet with Multiscale Kernel. Multimedia Tools and Applications, Springer Verlag, 2019, 78, pp.22077-22098. ⟨10.1007/s11042-019-7430-x⟩. ⟨hal-02063128⟩
    • Amina Ben Hamida, A Benoit, Patrick Lambert, Chokri Ben Amar. Three dimensional Deep Learning approach for remote sensing image classification. IEEE Transactions on Geoscience and Remote Sensing, Institute of Electrical and Electronics Engineers, 2018, 56 (8), pp.4420-4434. ⟨10.1109/TGRS.2018.2818945⟩. ⟨hal-01814542⟩
    • Tiberius Strat, Alexandre Benoit, P. Lambert, Alice Caplier. Retina enhanced SURF descriptors for spatio-temporal concept detection. Multimedia Tools and Applications, Springer Verlag, 2014, 69 (2), pp.443-469. ⟨10.1007/s11042-012-1280-0⟩. ⟨hal-00760192⟩
    • Salim Bettahar, Amin Boudghene Stambouli, Patrick Lambert, Alexandre Benoit. PDE Based Enhancement of Color Images in RGB Space. IEEE Transactions on Image Processing, Institute of Electrical and Electronics Engineers, 2012, 21 (5), pp.2500 - 2512. ⟨10.1109/TIP.2011.2177844⟩. ⟨hal-00732708⟩
    • Alexandre Benoit, Alice Caplier. Fusing bio-inspired vision data for simplified high level scene interpretation: Application to face motion analysis. Computer Vision and Image Understanding, Elsevier, 2010, 114 (7), pp.774-789. ⟨10.1016/j.cviu.2010.01.010⟩. ⟨hal-00485078⟩
    • Alexandre Benoit, Alice Caplier, Barthélémy Durette, Jeanny Hérault. Using Human Visual System Modeling for Bio-inspired Low Level Image Processing. Computer Vision and Image Understanding, Elsevier, 2010, 114 (7), pp.758-773. ⟨10.1016/j.cviu.2010.01.011⟩. ⟨hal-00377222⟩
    • Oya Aran, Ismail Ari, Lale Akarun, Bulent Sankur, Alexandre Benoit, et al.. SignTutor: An Interactive System for Sign Language Tutoring. IEEE MultiMedia, Institute of Electrical and Electronics Engineers, 2009, 16 (1), pp.81-93. ⟨10.1109/MMUL.2009.17⟩. ⟨hal-00371561⟩
    • Alexandre Benoit, Laurent Bonnaud, Alice Caplier, Philippe Ngo, J.-Y. L. Lawson, et al.. Multimodal Focus Attention and Stress Detection and Feedback in an Augmented Driver Simulator. Personal and Ubiquitous Computing, Springer Verlag, 2009, 13 (1), pp.33-41. ⟨10.1007/s00779-007-0173-0⟩. ⟨hal-00158429⟩
    • Alexandre Benoit, Patrick Le Callet, Patrizio Campisi, Romain Cousseau. Quality Assessment of Stereoscopic Images. EURASIP Journal on Image and Video Processing, 2008, 2008, Article ID 659024, 13 p. ⟨10.1155/2008/659024⟩. ⟨hal-00362891⟩
    • Alexandre Benoit, Laurent Bonnaud, Alice Caplier, I. Damousis, F. Jourde, et al.. Multimodal signal processing and interaction for a driving simulator : component-based architecture. Journal on Multimodal User Interfaces, Springer, 2007, 1 (1), pp.49-58. ⟨10.1007/BF02884432⟩. ⟨hal-00256660⟩
    • Alexandre Benoit, Laurent Bonnaud, Alice Caplier, Philippe Ngo, L. Lawson, et al.. Multimodal Focus Attention Detection in an Augmented Driver Simulator. Personal and Ubiquitous Computing, Springer Verlag, 2006, not yet published. ⟨10.1007/s00779-007-0173-0⟩. ⟨hal-00256659⟩

    Conference papers60 documents

    • Pierre Dardouillet, Alexandre Benoit, Emna Amri, Philippe Bolon, Dominique Dubucq, et al.. Explainability of Image Semantic Segmentation Through SHAP Values. ICPR-XAIE -26TH International Conference on Pattern Recognition 2-nd Workshop on Explainable and Ethical AI, Aug 2022, Montreal, Canada. ⟨hal-03719597v2⟩
    • N. Méger, H. Courteille, A Benoit, A. Atto, Dino Ienco. Explaining a deep spatiotemporal land cover classifier with attention and redescription mining. The XXIV International Society for Photogrammetry and Remote Sensing Congress, Jun 2022, Nice, France. pp.673-680, ⟨10.5194/isprs-archives-XLIII-B3-2022-673-2022⟩. ⟨hal-03694444⟩
    • Mikaël Jacquemont, Thomas Vuillaume, A Benoit, Gilles Maurin, Patrick Lambert. Multi-Task Architecture with Attention for Imaging Atmospheric Cherenkov Telescope Data Analysis. VISAPP 2021, Feb 2021, online, France. ⟨hal-03043188⟩
    • Emna Amri, Hermann Courteille, A Benoit, Philippe Bolon, Dominique Dubucq, et al.. Deep learning based automatic detection of offshore oil slicks using SAR data and contextual information. SPIE Conference on Remote Sensing of the Ocean, Sea Ice, Coastal Waters, and Large Water Regions, Sep 2021, Online, Spain. ⟨10.1117/12.2598032⟩. ⟨hal-03632099⟩
    • Mikaël Jacquemont, Thomas Vuillaume, A Benoit, Gilles Maurin, Patrick Lambert. Deep Learning for Astrophysics, Understanding the Impact of Attention on Variability Induced by Parameter Initialization. ICPR'2020 Workshop Explainable Deep Learning-AI, Jan 2021, Milan (on line), Italy. ⟨hal-03043058⟩
    • Hermann Courteille, A Benoit, N Méger, A Atto, Dino Ienco. CHANNEL-BASED ATTENTION FOR LCC USING SENTINEL-2 TIME SERIES. International Geoscience and Remote Sensing Symposium (IGARSS), IEEE, Jul 2021, Brussels, Belgium. pp.1077-1080, ⟨10.1109/IGARSS47720.2021.9554205⟩. ⟨hal-03182049⟩
    • Emna Amri, Alexandre Benoit, Philippe Bolon, Véronique Migebielle, Bruno Conche, et al.. Offshore Oil Slicks Detection From SAR Images Through The Mask-RCNN Deep Learning Model. 2020 IEEE International Joint Conference on Neural Networks (IJCNN), World Congress on Computational Intelligence (WCCI), Jul 2020, Glasgow (virtual), United Kingdom. pp.8, ⟨10.1109/IJCNN48605.2020.9206652⟩. ⟨hal-02945431⟩
    • Mikaël Jacquemont, Thomas Vuillaume, Alexandre Benoît, Gilles Maurin, Patrick Lambert. Single Imaging Atmospheric Cherenkov Telescope Full-Event Reconstruction with a Deep Multi-Task Learning Architecture. Astronomical Data Analysis Software and Systems ADASS XXX, Nov 2020, Granada, Spain. ⟨hal-03043005⟩
    • Mikaël Jacquemont, Thomas Vuillaume, A Benoit, Gilles Maurin, Patrick Lambert, et al.. GammaLearn: a Deep Learning framework for IACT data. 36th International Cosmic Ray Conference, Jul 2019, Madison, United States. pp.705. ⟨hal-02197399⟩
    • Olga Maslova, Louis Klein, Damien Dabernat, A Benoit, Patrick Lambert. Receipt automatic reader. Content-Based Multimedia Indexing (CBMI) 2019, Sep 2019, Dublin, Ireland. ⟨hal-02196644⟩
    • Mikaël Jacquemont, Luca Antiga, Thomas Vuillaume, Giorgia Silvestri, A Benoit, et al.. Indexed Operations for Non-rectangular Lattices Applied to Convolutional Neural Networks. VISAPP, 14th International Conference on Computer Vision Theory and Applications, Feb 2019, Prague, Czech Republic. ⟨hal-02087157⟩
    • A Benoit, Leonel Cuevas, Jean-Baptiste Thomas. Deep learning for dehazing: Comparison and analysis. Colour and Visual Computing Symposium (CVCS), Sep 2018, Gjøvik, Norway. ⟨hal-01823911⟩
    • Thomas Vuillaume, Mikaël Jacquemont, Luca Antiga, A Benoit, Patrick Lambert, et al.. GammaLearn - first steps to apply Deep Learning to the Cherenkov Telescope Array data. 23rd International Conference on Computing in High Energy and Nuclear Physics (CHEP 2018), Jul 2018, Sofia, Bulgaria. ⟨hal-02197396⟩
    • Sourour Brahimi, Najib Ben Aoun, Chokri Ben Amar, A Benoit, Patrick Lambert. Multiscale Fully Convolutional DenseNet for Semantic Segmentation. WSCG 2018, International Conference on Computer Graphics, Visualization and Computer Vision, May 2018, Pilsen, Czech Republic. ⟨hal-01786688⟩
    • Leonel Cuevas Valeriano, Jean-Baptiste Thomas, A Benoit. Deep learning for dehazing: Benchmark and analysis. NOBIM 2018, Mar 2018, Hafjell, Øyer, Norway. ⟨hal-01786653⟩
    • Amina Ben Hamida, A Benoit, Patrick Lambert, Chokri Ben Amar. Generative Adversarial Network (GAN) for Remote Sensing Images unsupervised Learning. RFIAP 2018, AFRIF, SFPT, IEEE GRSS, Jun 2018, Marne-la-Vallée, France. ⟨hal-01970319⟩
    • Boris Mansencal, Jenny Benois-Pineau, Hervé Bredin, Alexandre Benoit, Nicolas Voiron, et al.. IRIM at TRECVID 2017: Instance Search. TRECVid workshop 2017, Nov 2017, Gaithersburg, Maryland, United States. ⟨hal-01834223⟩
    • Amina Ben Hamida, Alexandre Benoit, P. Lambert, L Klein, Chokri Ben Amar, et al.. DEEP LEARNING FOR SEMANTIC SEGMENTATION OF REMOTE SENSING IMAGES WITH RICH SPECTRAL CONTENT. IEEE International Geoscience and Remote Sensing Symposium, Jul 2017, Fort Worth, United States. ⟨hal-01654187⟩
    • Rizlène Raoui-Outach, Cécile Million-Rousseau, Alexandre Benoit, Patrick Lambert. Deep Learning for automatic sale receipt understanding. International Conference on Image Processing Theory, Tools and Applications, Nov 2017, Montreal, Canada. ⟨hal-01654191⟩
    • Rizlène Raoui-Outach, Cécile Million-Rousseau, Alexandre Benoit, Patrick Lambert. Lecture automatique d'un ticket de caisse par vision embarquée sur un téléphone mobile. RFIA 2016, Jun 2016, Clermont-Ferrand, France. ⟨hal-01319960⟩
    • Nicolas Voiron, Alexandre Benoit, Patrick Lambert, Bogdan Ionescu. Deep Learning vs Spectral Clustering into an active clustering with pairwise constraints propagation. 14th International Workshop on Content-based Multimedia Indexing (CBMI 2016), Jun 2016, Bucarest, Romania. ⟨hal-01319969⟩
    • Amina Ben Hamida, A Benoit, Patrick Lambert, Chokri Ben-Amar. DEEP LEARNING APPROACH FOR REMOTE SENSING IMAGE ANALYSIS. Big Data from Space (BiDS'16), Mar 2016, Santa Cruz de Tenerife, Spain. pp.133, ⟨10.2788/854791⟩. ⟨hal-01370161⟩
    • Boris Mansencal, Jenny Benois-Pineau, Hervé Bredin, Alexandre Benoit, Nicolas Voiron, et al.. IRIM at TRECVID 2016: Instance Search. TRECVid workshop 2016, National Institute of Standards and Technology (NIST), Nov 2016, Gaithersburg, Maryland, United States. ⟨hal-01416953⟩
    • Nicolas Voiron, Alexandre Benoit, Patrick Lambert, Andrei Filip, Bogdan Ionescu. Semi-supervised spectral clustering with automatic propagation of pairwise constraints. International Workshop on Content-Based Multimedia Indexing (CBMI), Jun 2015, Prague, Czech Republic. pp.1-6, ⟨10.1109/CBMI.2015.7153608⟩. ⟨hal-01229055⟩
    • Hervé Le Borgne, Philippe Gosselin, David Picard, Miriam Redi, Bernard Mérialdo, et al.. IRIM at TRECVID 2015: Semantic Indexing. Proceedings of TRECVid, Nov 2015, Gaithersburg, MD, United States. ⟨hal-01233398⟩
    • N Voiron, A Benoit, A Filip, P Lambert, B Ionescu. Clustering Spectral semi-supervisé avec propagation des contraintes par paires. 12ème COnference en Recherche d’Information et Applications - CORIA, Mar 2015, Paris, France. ⟨hal-01143664⟩
    • Amina Ben Hamida, Alexandre Benoit, Patrick Lambert, Chokri Ben-Amar. Could Multimedia approaches help Remote Sensing Analysis?. IIM 2015 Conference Image Information Mining : Earth Observation meets Multimedia , CEOSpaceTech, Bucharest, Romania, Oct 2015, Bucharest, Romania. ⟨hal-01238247⟩
    • Sabin Tiberius Strat, Alexandre Benoit, Patrick Lambert. Analyse de trajectoires pour l'indexation sémantique des vidéos à grande échelle. Reconnaissance de Formes et Intelligence Artificielle (RFIA) 2014, Jun 2014, France. ⟨hal-00989034⟩
    • Tiberius Strat, Alexandre Benoit, Patrick Lambert. Bags of Trajectory Words for video indexing. CBMI 2014, Jun 2014, Klagenfuhrt, Austria. ⟨10.1109/CBMI.2014.6849820⟩. ⟨hal-01096109⟩
    • Tiberius Strat, Alexandre Benoit, Patrick Lambert. Retina enhanced bag of words descriptors for video classification. EUSIPCO 2014, Sep 2014, Lisbon, Portugal. ⟨hal-01096114⟩
    • Nicolas Ballas, Benjamin Labbé, Hervé Le Borgne, Philippe Gosselin, David Picard, et al.. IRIM at TRECVID 2014: Semantic Indexing and Instance Search. Proceedings of TRECVID, Nov 2014, Orlando, United States. ⟨hal-01132491⟩
    • Tiberius Strat, Alexandre Benoit, Patrick Lambert. Retina enhanced SIFT descriptors for video indexing. 11th International Workshop on Content-Based Multimedia Indexing (CBMI 2013), Jun 2013, Veszprem, Hungary. pp.201-206. ⟨hal-00875044⟩
    • Nicolas Ballas, Benjamin Labbé, Hervé Le Borgne, Philippe Gosselin, Miriam Redi, et al.. IRIM at TRECVID 2013: Semantic Indexing and Instance Search. Proc. TRECVID Workshop, 2013, Gaithersburg, MD, United States. ⟨hal-00953092⟩
    • Nicolas Ballas, Benjamin Labbé, Aymen Shabou, Hervé Le Borgne, Philippe-Henri Gosselin, et al.. IRIM at TRECVID 2012: Semantic Indexing and Instance Search. TRECVID - TREC Video Retrieval Evaluation workshop, Nov 2012, Gaithersburg, MD, United States. 12p. ⟨hal-00770258⟩
    • Tiberius Strat, Alexandre Benoit, Hervé Bredin, Georges Quénot, Patrick Lambert. Hierarchical Late Fusion for Concept Detection in Videos. ECCV 2012 - 12th European Conference on Computer Vision, Oct 2012, Firenze, Italy. pp.335-344, ⟨10.1007/978-3-642-33885-4_34⟩. ⟨hal-00732740⟩
    • Tiberius Strat, Alexandre Benoit, Patrick Lambert, Alice Caplier. Retina-Enhanced SURF Descriptors for Semantic Concept Detection in Videos. IPTA 2012 - 3rd International Conference on Image Processing Theory, Tools and Applications (IPTA 2012), Oct 2012, Istanbul, Turkey. pp.1-6. ⟨hal-00732736⟩
    • Nicolas Ballas, Benjamin Labbé, Aymen Shabou, Hervé Le Borgne, Philippe Gosselin, et al.. IRIM - Indexation et Recherche d'Information Multimedia GDR-ISIS. TRECVID, Nov 2012, Gaitherburg, États-Unis. ⟨hal-02411919⟩
    • Nicolas Voiron, Alexandre Benoit, Patrick Lambert. Automatic difference measure between movies using dissimilarity measure fusion and rank correlation coefficients. 10th International Workshop on Content-Based Multimedia Indexing (CBMI 2012), Jun 2012, Annecy, France. pp.1-6. ⟨hal-00732734⟩
    • Salim Bettahar, Amin Boudghene Stambouli, P. Lambert, Alexandre Benoit. Enhancement of Multi-Valued Images Using PDE Coupling. European Signal Processing Conference (EUSIPCO‐2011), Aug 2011, Spain. pp.CDROM. ⟨hal-00623702⟩
    • Alexandre Benoit, Madalina Ciobotaru, Patrick Lambert, Bogdan Ionescu. Similarity Measurement For Animation Movies. International MultiMedia Modeling Conference (MMM 2011), Jan 2011, Taiwan. 9 p. ⟨hal-00623709⟩
    • Bogdan Ionescu, C. Vertan, P. Lambert, Alexandre Benoit. A color-action perceptual approach to the classification of animated movies. ACM International Conference on Multimedia Retrieval (ICMR 2011), Apr 2011, Trento, Italy. pp.CDROM, ⟨10.1145/1991996.1992006⟩. ⟨hal-00623707⟩
    • Bertrand Delezoide, Frédéric Precioso, Philippe-Henri Gosselin, Miriam Redi, Bernard Merialdo, et al.. IRIM at TRECVID 2011: Semantic Indexing and Instance Search. TRECVID 2011 - TREC Video Retrieval Evaluation Online, Nov 2011, Gaithersburg, MD, United States. 12p. ⟨hal-00677651⟩
    • David Gorisse, Frédéric Precioso, Philippe-Henri Gosselin, Lionel Granjon, Denis Pellerin, et al.. IRIM at TRECVID 2010: Semantic Indexing and Instance Search. TRECVID 2010 - TREC Video Retrieval Evaluation workshop, Nov 2010, Gaithersburg, MD, United States. ⟨hal-00591099⟩
    • Alexandre Benoit, Frédéric Chyzak, Alexis Darrasse, Stefan Gerhold, Marc Mezzarobba, et al.. The Dynamic Dictionary of Mathematical Functions (DDMF). ICMS 2010 - Third International Congress on Mathematical Software, Sep 2010, Kobe, Japan. pp.35-41. ⟨hal-00783048⟩
    • David Gorisse, Frédéric Precioso, Philippe Gosselin, Lionel Granjon, Denis Pellerin, et al.. IRIM at TRECVID 2010: High Level Feature Extraction and Instance Search. TREC Video Retrieval Evaluation workshop, 2010, Gaithersburg, MD, United States. ⟨hal-00953839⟩
    • Alexandre Benoit, David Alleysson, Jeanny Hérault, Patrick Le Callet. Spatio-Temporal Tone Mapping Operator based on a Retina model. CCIW 2009 - Computational Color Imaging Workshop (CCIW'09), Mar 2009, Saint Etienne, France. pp.12-22. ⟨hal-00366126⟩
    • Alexandre Benoit, Patrick Le Callet, Patrizio Campisi, Romain Cousseau. Using disparity for quality assessment of stereoscopic images. IEEE International Conference on Image Processing, ICIP 2008, Oct 2008, San Diego, United States. ⟨hal-00324052⟩
    • Christian Bouvier, Alexandre Benoit, Alice Caplier, Pierre-Yves Coulon. Open or Closed Mouth State Detection: Static Supervised Classification Based on Log-polar Signature. ACIVS 2008 - International Conference on Advanced Concepts for Intelligent Vision Systems, Oct 2008, Juan-Les-Pins, France. pp.1093-1102. ⟨hal-00372148⟩
    • Barthélémy Durette, Alexandre Benoit, Brice Chaix de Lavarène, David Alleysson, Jeanny Hérault. A biomimetic real time retinal simulation software with non separable spatiotemporal processing, chromaticity and non linear local adaptivity. European Retina Meeting, Oct 2007, Frankfurt/Main, Germany. pp.S4-P03. ⟨hal-00258601⟩
    • Alexandre Benoit, Alice Caplier, Barthélémy Durette, Jeanny Hérault. From bio-inspired vision toolbox to real-time computer vision algorithms. European Retina Meeting, Oct 2007, Frankfurt/Main, Germany. pp.S4-P02. ⟨hal-00258617⟩
    • Oya Aran, Ismail Ari, Alexandre Benoit, Ana Huerta Carrillo, François-Xavier Fanard, et al.. Sign Language Tutoring Tool. eNTERFACE'06. Summer Workshop. on Multimodal Interfaces, 2007, Dubrovnik, Croatia. ⟨hal-00256661⟩
    • Alexandre Benoit, Nathalie Guyader, Alice Caplier, Jeanny Hérault. Emotion Classification or face identification depend on which part of the face is analyzed. ECVP 2007 - European Conference on Visual Preception, Aug 2007, Arrezo, Italy. ⟨hal-00193535⟩
    • Thomas Burger, Alexandre Benoit, Alice Caplier. Intercepting Static Hand Gestures in Dynamic Context. ICIP, Oct 2006, Atlanta, United States. ⟨hal-00133126⟩
    • Thomas Burger, Alexandre Benoit, Alice Caplier. Extracting static hand gestures in dynamic context. International Conference on Image Processing (ICIP'06), Oct 2006, Atlanta, United States. ⟨10.1109/ICIP.2006.312923⟩. ⟨hal-00328128v2⟩
    • Alexandre Benoit, B. Durette, B. Chaix de Lavarène, D. Alleysson, J. Hérault.. Real-time bio-inspired retina simulation software.. Advances in Neural Information Processing Systems (NIPS), 2006, Vancouver, Canada. ⟨hal-00260801⟩
    • Alexandre Benoit, Laurent Bonnaud, Alice Caplier, P. Ngo, L. Lawson, et al.. Multimodal Focus Attention and Stress Detection and Feedback in an Augmented Driver Simulator. 3rd IFIP Conference on Artificial Intelligence Applications & Innovations (AIAI), Jun 2006, Athens, Greece. ⟨10.1007/0-387-34224-9⟩. ⟨hal-00133133⟩
    • Barthélémy Durette, Alexandre Benoit, David Alleysson, Jeanny Hérault. Real-time bio-inspired retina simulation software with non-linear, adaptive and chromatic spatio-temporal processing. NIPS-2006, Sep 2006, Vancouver, Canada. pp.201. ⟨hal-00365893⟩
    • Alexandre Benoit, Alice Caplier. Motion Head Nods analaysis: interpretation of non verbal communication gestures. ICIP, 2005, Genova, Italy. ⟨hal-00371568⟩
    • Alexandre Benoit, Alice Caplier. Biological Approach for Head Detection and Analysis. 13th European Signal Processing Conference, EUSIPCO-2005, 2005, Antalya, Turkey. ⟨hal-00371567⟩
    • Alexandre Benoit, Alice Caplier. Hypovigilence Analysis: Open or Closed Eye or Mouth ? Blinking or Yawning Frequency. AVSS, 2005, Como, Italy. ⟨hal-00371569⟩

    Conference poster1 document

    • Kevin Jacq, Kevin Humbert, Dô Ambroise Judicaël Sanon, Jeanne Auboiron, Thomas Gardes, et al.. Machine Learning and Deep Learning for retro-observation of Critical Zone processes with hyperspectral imaging. OZCAR TERENO International Conference, Oct 2021, Strasbourg, France. ⟨hal-03375408⟩

    Book sections2 documents

    • A Benoit, Badih Ghattas, Emna Amri, Joris Fournel, Patrick Lambert. Deep learning for semantic segmentation. Benois-Pineau, Jenny; Zemmari, Akka. Multi-faceted Deep Learning, 2021, 978-3-030-74478-6. ⟨hal-03192900⟩
    • S. Tiberius Strat, Alexandre Benoit, Hervé Bredin, Georges Quénot, P. Lambert. Hierarchical Late Fusion for Concept Detection in Videos. Fusion in Computer Vision: Understanding Complex Visual Content, Springer international publishing, pp.53-78, 2014. ⟨hal-00981688⟩

    Theses1 document

    • Alexandre Benoit. Le système visuel humain au secours de la vision par ordinateur. Traitement du signal et de l'image [eess.SP]. Institut National Polytechnique de Grenoble - INPG, 2007. Français. ⟨tel-00193715⟩

    Habilitation à diriger des recherches1 document

    • A Benoit. Analyse automatique d'images, de l'expert à l'apprenti. Traitement du signal et de l'image [eess.SP]. Université Savoie Mont Blanc, 2019. ⟨tel-02505938⟩