| 2026 | ICPR | There Is More to Attention: Statistical Filtering Enhances Explanations in Vision Transformers. | Meghna P. Ayyar, Jenny Benois-Pineau, Akka Zemmari |
| 2025 | CBMI | First-Person Human Sensing for Upper Limb Neuroprosthesis Control: 6D Pose Estimation of Objects to Grasp. | Ander Etxezarreta, Jenny Benois-Pineau, Renaud Pteri, Lucas Bardisbanian, Aymar de Rugy |
| 2024 | CBMI | A Hybrid AI System for Fusion of Object and Context Information: Application to the Rail Line Defect Detection. | Alexey Zhukov, Jenny Benois-Pineau, Alain Rivero, Akka Zemmari, Mohamed Mosbah, Danilo Crispiani |
| 2024 | ICIP | ET: Explain to Train: Leveraging Explanations to Enhance the Training of A Multimodal Transformer. | Meghna P. Ayyar, Jenny Benois-Pineau, Akka Zemmari |
| 2024 | ICPR | ESL: Explain to Improve Streaming Learning for Transformers. | Meghna P. Ayyar, Jenny Benois-Pineau, Akka Zemmari |
| 2024 | ICPR | Mean Opinion Score as a New Metric for User-Evaluation of XAI Methods. | Hyeon Yu, Jenny Benois-Pineau, Romain Bourqui, Romain Giot, Alexey Zhukov |
| 2024 | MMM | IFI: Interpreting for Improving: A Multimodal Transformer with an Interpretability Technique for Recognition of Risk Events. | Rupayan Mallick, Jenny Benois-Pineau, Akka Zemmari |
| 2023 | CBMI | Entropy-based Sampling for Streaming learning with Move-to-Data approach on Video. | Meghna P. Ayyar, Jenny Benois-Pineau, Akka Zemmari, Hlne Amieva, Laura Middleton |
| 2023 | CBMI | On the stability, correctness and plausibility of visual explanation methods based on feature importance. | Romain Xu-Darme, Jenny Benois-Pineau, Romain Giot, Georges Qunot, Zakaria Chihani, Marie-Christine Rousset, Alexey Zhukov |
| 2022 | CBMI | Streaming learning with Move-to-Data approach for image classification. | Abel Kahsay Gebreslassie, Jenny Benois-Pineau, Akka Zemmari |
| 2022 | ICIP | I Saw: A Self-Attention Weighted Method for Explanation of Visual Transformers. | Rupayan Mallick, Jenny Benois-Pineau, Akka Zemmari |
| 2022 | ICPR | Pooling Transformer for Detection of Risk Events in In-The-Wild Video Ego Data. | Rupayan Mallick, Jenny Benois-Pineau, Akka Zemmari, Thinhinane Yebda, Marion Pech, Hlne Amieva, Laura Middleton |
| 2021 | CBMI | A GRU Neural Network with attention mechanism for detection of risk situations on multimodal lifelog data. | Rupayan Mallick, Thinhinane Yebda, Jenny Benois-Pineau, Akka Zemmari, Marion Pech, Hlne Amieva |
| 2021 | ICIP | Explaining 3D CNNs for Alzheimer's Disease Classification on sMRI Images with Multiple ROIs. | Meghna P. Ayyar, Jenny Benois-Pineau, Akka Zemmari, Gwenaelle Catheline |
| 2021 | IV | Analysis of Deep Neural Networks Correlations with Human Subjects on a Perception Task. | Loann Giovannangeli, Romain Giot, David Auber, Jenny Benois-Pineau, Romain Bourqui |
| 2021 | MMM | Multimodal Sensor Data Analysis for Detection of Risk Situations of Fragile People in @home Environments. | Thinhinane Yebda, Jenny Benois-Pineau, Marion Pech, Hlne Amieva, Laura Middleton, Max Bergelt |
| 2020 | ICPR | 3D attention mechanism for fine-grained classification of table tennis strokes using a Twin Spatio-Temporal Convolutional Neural Networks. | Pierre-Etienne Martin, Jenny Benois-Pineau, Renaud Pteri, Julien Morlier |
| 2020 | MMM | Instrument Recognition in Laparoscopy for Technical Skill Assessment. | Sabrina Kletz, Klaus Schoeffmann, Andreas Leibetseder, Jenny Benois-Pineau, Heinrich Husslein |
| 2019 | CBMI | Recognition of Alzheimer's Disease on sMRI based on 3D Multi-Scale CNN Features and a Gated Recurrent Fusion Unit. | Ibtissam Bakkouri, Karim Afdel, Jenny Benois-Pineau, Gwenaelle Catheline |
| 2019 | CBMI | Identifying Surgical Instruments in Laparoscopy Using Deep Learning Instance Segmentation. | Sabrina Kletz, Klaus Schoeffmann, Jenny Benois-Pineau, Heinrich Husslein |
| 2019 | CBMI | Dropping Activations in Convolutional Neural Networks with Visual Attention Maps. | Abraham Montoya Obeso, Jenny Benois-Pineau, Mireya Sara Garca-Vzquez, Alejandro Alvaro Ramrez-Acosta |
| 2019 | CBMI | Multi-sensing of fragile persons for risk situation detection: devices, methods, challenges. | Thinhinane Yebda, Jenny Benois-Pineau, Hlne Amieva, Benjamin Frolicher |
| 2019 | DDECS | FPGA-based SIFT implementation for wearable computing. | Attila Fejr, Zoltn Nagy, Jenny Benois-Pineau, Pter Szolgay, Aymar de Rugy, Jean-Philippe Domenger |
| 2019 | ICIP | Fine-Grained Action Detection and Classification in Table Tennis with Siamese Spatio-Temporal Convolutional Neural Network. | Pierre-Etienne Martin, Jenny Benois-Pineau, Renaud Pteri |
| 2019 | ICIP | Optimal Choice of Motion Estimation Methods for Fine-Grained Action Classification with 3D Convolutional Networks. | Pierre-Etienne Martin, Jenny Benois-Pineau, Renaud Pteri, Julien Morlier |
| 2018 | CBMI | Sport Action Recognition with Siamese Spatio-Temporal CNNs: Application to Table Tennis. | Pierre-Etienne Martin, Jenny Benois-Pineau, Renaud Pteri, Julien Morlier |
| 2018 | CBMI | Introduction of Explicit Visual Saliency in Training of Deep CNNs: Application to Architectural Styles Classification. | Abraham Montoya Obeso, Jenny Benois-Pineau, Mireya Sara Garca-Vzquez, Alejandro Alvaro Ramrez-Acosta |
| 2018 | CBMS | Classification of Alzheimer Disease on Imaging Modalities with Deep CNNs Using Cross-Modal Transfer Learning. | Karim Aderghal, Alexander V. Khvostikov, Andrei S. Krylov, Jenny Benois-Pineau, Karim Afdel, Gwenaelle Catheline |
| 2018 | CBMS | Early and Late Fusion of Temporal Information for Classification of Surgical Actions in Laparoscopic Gynecology. | Stefan Petscharnig, Klaus Schffmann, Jenny Benois-Pineau, Souad Chaabouni, Jrg Keckstein |
| 2018 | ICIP | Increasing Training Stability for Deep CNNS. | Pierre Gillot, Jenny Benois-Pineau, Akka Zemmari, Yurii E. Nesterov |
| 2017 | CBMI | FuseMe: Classification of sMRI images by fusion of Deep CNNs in 2D+ϵ projections. | Karim Aderghal, Jenny Benois-Pineau, Karim Afdel, Gwnalle Catheline |
| 2017 | CBMI | Connoisseur: classification of styles of Mexican architectural heritage with deep learning and visual attention prediction. | Abraham Montoya Obeso, Mireya S. Garca-Vzquez, Alejandro Alvaro Ramrez-Acosta, Jenny Benois-Pineau |
| 2017 | MMM | Classification of sMRI for AD Diagnosis with Convolutional Neuronal Networks: A Pilot 2-D+ \epsilon Study on ADNI. | Karim Aderghal, Manuel Boissenin, Jenny Benois-Pineau, Gwnalle Catheline, Karim Afdel |
| 2016 | CBMI | Prediction of visual attention with Deep CNN for studies of neurodegenerative diseases. | Souad Chaabouni, Francois Tison, Jenny Benois-Pineau, Chokri Ben Amar |
| 2016 | ICIP | Transfer learning with deep networks for saliency prediction in natural video. | Souad Chaabouni, Jenny Benois-Pineau, Chokri Ben Amar |
| 2015 | CBMI | The Mex-Culture Multimedia platform: Preservation and dissemination of the Mexican Culture. | Alejandro Ramrez, Jenny Benois-Pineau, Mireya S. Garca-Vzquez, Andrei Stoian, Michel Crucianu, Mariko Nakano, Francisco J. Garca-Ugalde, Jean-Luc Rouas, Henri Nicolas, Jean Carrive |
| 2015 | ICIP | Features-based approach for Alzheimer's disease diagnosis using visual pattern of water diffusion in tensor diffusion imaging. | Olfa Ben Ahmed, Jenny Benois-Pineau, Chokri Ben Amar, Michele Aliara, Gwenaelle Catheline |
| 2015 | ICIP | Object recognition with top-down visual attention modeling for behavioral studies. | Vincent Buso, Ivn Gonzlez-Daz, Jenny Benois-Pineau |
| 2015 | ICIP | Scalable action localization with kernel-space hashing. | Andrei Stoian, Marin Ferecatu, Jenny Benois-Pineau, Michel Crucianu |
| 2014 | CBMI | Diffusion Tensor Imaging retrieval for Alzheimer's disease diagnosis. | Olfa Ben Ahmed, Jenny Benois-Pineau, Michle Allard, Gwenaelle Catheline, Chokri Ben Amar |
| 2014 | CBMI | Scalable video summarization of cultural video documents in cross-media space based on data cube approach. | Karina Perez-Daniel, Mariko Nakano-Miyatake, Jenny Benois-Pineau, Sofian Maabout, Gabriel Sargent |
| 2014 | ICISP | A Comparative Study of Irregular Pyramid Matching in Bag-of-Bags of Words Model for Image Retrieval. | Yi Ren, Jenny Benois-Pineau, Aurlie Bugeau |
| 2013 | CBMI | Early Alzheimer disease detection with bag-of-visual-words and hybrid fusion on structural MRI. | Olfa Ben Ahmed, Jenny Benois-Pineau, Chokri Ben Amar, Michle Allard, Gwenaelle Catheline |
| 2013 | ICIP | Adaptive rejection of outliers for robust motion compensation in cardiac MR-thermometry. | Aurelie Emilien, Jenny Benois-Pineau, Delphine Elbes, Bruno Quesson |
| 2012 | CBMI | Search of objects of interest in videos. | Boris Mansencal, Jenny Benois-Pineau, Rmi Vieux, Jean-Philippe Domenger |
| 2012 | ECCV | Fusion of Multiple Visual Cues for Visual Saliency Extraction from Wearable Camera Settings with Strong Motion. | Hugo Boujut, Jenny Benois-Pineau, Rmi Mgret |
| 2012 | ICIP | Feature-based brain MRI retrieval for Alzheimer disease diagnosis. | Maxim M. Mizotin, Jenny Benois-Pineau, Michle Allard, Gwenaelle Catheline |
| 2012 | ICPR | Strategies for multiple feature fusion with Hierarchical HMM: Application to activity recognition from wearable audiovisual sensors. | Julien Pinquier, Svebor Karaman, Laetitia Letoupin, Patrice Guyot, Rmi Mgret, Jenny Benois-Pineau, Yann Gastel, Jean-Franois Dartigues |
| 2012 | MMM | Multi-layer Local Graph Words for Object Recognition. | Svebor Karaman, Jenny Benois-Pineau, Rmi Mgret, Aurlie Bugeau |
| 2012 | MMM | Content Based Image Retrieval Using Bag-Of-Regions. | Rmi Vieux, Jenny Benois-Pineau, Jean-Philippe Domenger |
| 2011 | CBMI | Activities of daily living indexing by hierarchical HMM for dementia diagnostics. | Svebor Karaman, Jenny Benois-Pineau, Rmi Mgret, Julien Pinquier, Yann Gastel, Jean-Franois Dartigues |
| 2010 | CBMI | A multi-object particle filter tracking with a dual consistency check: Application to mid-level concept detection in videos. | Yifan Zhou, Boris Mansencal, Jenny Benois-Pineau |
| 2010 | ICIP | Real time constrained motion estimation for ECG-gated cardiac MRI. | Sbastien Roujol, Jenny Benois-Pineau, Baudouin Denis de Senneville, Bruno Quesson, Mario Ries, Chrit T. W. Moonen |
| 2010 | ICPR | Human Daily Activities Indexing in Videos from Wearable Cameras for Monitoring of Patients with Dementia Diseases. | Svebor Karaman, Jenny Benois-Pineau, Rmi Mgret, Vladislavs Dovgalecs, Jean-Franois Dartigues, Yann Gastel |
| 2009 | CBMI | Special Session: Scalable Video Indexing. | Ewa Kijak, Jenny Benois-Pineau |
| 2009 | CBMI | ESPI Image Indexing and Similarity Search in Radon Transform Domain. | Rmi Vieux, Jenny Benois-Pineau, Jean-Philippe Domenger, Achille J.-P. Braquelaire |
| 2009 | ICIP | A multi-resolution particle filter tracking in a multi-camera environment. | Yifan Zhou, Henri Nicolas, Jenny Benois-Pineau |
| 2008 | CBMI | Wearable video monitoring of people with age Dementia : Video indexing at the service of helthcare. | Rmi Mgret, Dniel Szolgay, Jenny Benois-Pineau, Philippe Joly, Julien Pinquier, Jean-Franois Dartigues, Catherine Helmer |
| 2008 | CBMI | Scalable indexing of HD Video. | Claire Morand, Jenny Benois-Pineau, Jean-Philippe Domenger |
| 2008 | ICIP | HD motion estimation in a wavelet pyramid in JPEG2000 context. | Claire Morand, Jenny Benois-Pineau, Jean-Philippe Domenger |
| 2007 | CBMI | The Argos Campaign: Evaluation of Video Analysis Tools. | Philippe Joly, Jenny Benois-Pineau, Ewa Kijak, Georges Qunot |
| 2007 | ICIP | PCA-Based Image Registration : Application to On-Line MR Temperature Monitoring of Moving Tissues. | Gregory Maclair, Baudouin Denis de Senneville, Mario Ries, Bruno Quesson, Pascal Desbarats, Jenny Benois-Pineau, Chrit T. W. Moonen |
| 2007 | MICCAI | PCA-Based Magnetic Field Modeling : Application for On-Line MR Temperature Monitoring. | Gregory Maclair, Baudouin Denis de Senneville, Mario Ries, Bruno Quesson, Pascal Desbarats, Jenny Benois-Pineau, Chrit T. W. Moonen |
| 2006 | ICIP | Knowledge-Based Supervised Learning Methods in a Classical Problem of Video Object Tracking. | Lionel Carminati, Jenny Benois-Pineau, Christian Jennewein |
| 2006 | ICIP | Use of Motion Information in Super-Resolution Mosaicing. | Petra Krmer, Ofer Hadar, Jenny Benois-Pineau, Jean-Philippe Domenger |
| 2005 | ICIP | Gaussian mixture classification for moving object detection in video surveillance environment. | Lionel Carminati, Jenny Benois-Pineau |
| 2005 | ICIP | Super-resolution mosaicing from MPEG compressed video. | Petra Krmer, Ofer Hadar, Jenny Benois-Pineau, Jean-Philippe Domenger |
| 2004 | ICIP | Grouping video shots into scenes based on 1D mosaic descriptors. | Henri Nicolas, Anne Manoury, Jenny Benois-Pineau, William Dupuis, Dominique Barba |
| 2004 | VDA | Intuitive color-based visualization of multimedia content as large graphs. | Maylis Delest, Anthony Don, Jenny Benois-Pineau |
| 2003 | VCIP | Human detection and tracking for video surveillance applications in a low-density environment. | Lionel Carminati, Jenny Benois-Pineau, Marc Gelgon |
| 2002 | ICASSP | Full scheme of MPEG4-like codec based on wavelet transform. | Son Tran Minh, Kalman Fazekas, Jenny Benois-Pineau, Andras Gschwindt |
| 2002 | ICIP | Mesh-based error-scalable video object codec for variable bandwidth multimedia communications. | Son Tran Minh, Kalman Fazekas, Andras Gschwindt, Jenny Benois-Pineau |
| 2001 | EUSFLAT | Recovering of visual scenarios in movies by motion analysis and grouping spatio-temporal colour signatures of video shots. | Jenny Benois-Pineau, William Dupuy, Dominique Barba |
| 2001 | ICIP | Joint tracking of polygonal and triangulated meshes of objects in moving sequences with time varying content. | Amal Mahboubi, Jenny Benois-Pineau, Dominique Barba |
| 2000 | VCIP | Joint tracking of region-based and mesh models of 2D VOPs in video sequences. | Jenny Benois-Pineau, Pierre Verbert, Dominique Barba |
| 1998 | ICIP | Extraction of the Relative Depth Information of Objects in Video Sequences. | F. X. Martinez, Jenny Benois-Pineau, Dominique Barba |
| 1998 | ICIP | Relative Depth Estimation of Video Objects for Image Interpolation. | Franck Morier, Henri Nicolas, Jenny Benois-Pineau, Dominique Barba, Henri Sanson |
| 1997 | ICIP | Video coding for wireless varying bit-rate communications based on area of interest and region representation. | Jenny Benois-Pineau, Dominique Barba, Nikolaos Sarris, Michael G. Strintzis |
| 1997 | ICIP | Robust Segmentation of Moving Image Sequences. | Franck Morier, Jenny Benois-Pineau, Dominique Barba, Henri Sanson |
| 1996 | ICPR | Coding of structure in the region-based coder as a problem of optimization on graphs. | Jenny Benois-Pineau, Ali Khenchaf, Dominique Barba |
| 1995 | ICIP | Spatio-temporal segmentation of image sequences for object-oriented low bit-rate image coding. | Ling Wu, Jenny Benois-Pineau, Dominique Barba |
| 1994 | ICPR | Motion and structure based image segmentation for object oriented time-varying sequences coding. | Jenny Benois-Pineau, Ling Wu, Philippe Delagnes, Dominique Barba |
| 1992 | ICPR | Image segmentation by region-contour cooperation for image coding. | Jenny Benois-Pineau, Dominique Barba |