Detection of lesions in retina photographs based on the wavelet transform. - Gwenolé Quellec; Mathieu Lamard; Pierre Marie Josselin; Guy Cazuguel; Béatrice Cochener; Christian Roux (EMBC, 2006)

Multimodal medical case retrieval using Bayesian networks and the Dezert-Smarandache theory. - Gwenolé Quellec; Mathieu Lamard; Lynda Bekri; Guy Cazuguel; Christian Roux; Béatrice Cochener (ISBI, 2008)

Optimal Wavelet Transform for the Detection of Microaneurysms in Retina Photographs. - Gwenolé Quellec; Mathieu Lamard; Pierre Marie Josselin; Guy Cazuguel; Béatrice Cochener; Christian Roux (IEEE Trans. Medical Imaging, 2008)

Wavelet optimization for content-based image retrieval in medical databases. - Gwenolé Quellec; Mathieu Lamard; Guy Cazuguel; Béatrice Cochener; Christian Roux (Medical Image Anal., 2010)

Adaptive Nonseparable Wavelet Transform via Lifting and its Application to Content-Based Image Retrieval. - Gwenolé Quellec; Mathieu Lamard; Guy Cazuguel; Béatrice Cochener; Christian Roux (IEEE Trans. Image Process., 2010)

Medical case retrieval from a committee of decision trees. - Gwenolé Quellec; Mathieu Lamard; Lynda Bekri; Guy Cazuguel; Christian Roux; Béatrice Cochener (IEEE Trans. Inf. Technol. Biomed., 2010)

Retinopathy Online Challenge: Automatic Detection of Microaneurysms in Digital Color Fundus Photographs. - Meindert Niemeijer; Bram van Ginneken; Michael J. Cree; Atsushi Mizutani; Gwenolé Quellec; Clara I. Sánchez; Bob Zhang 001; Roberto Hornero; Mathieu Lamard; Chisako Muramatsu; Xiangqian Wu 002; Guy Cazuguel; et al. (IEEE Trans. Medical Imaging, 2010)

Real-time retrieval of similar videos with application to computer-aided retinal surgery. - Gwenolé Quellec; Mathieu Lamard; Guy Cazuguel; Zakarya Droueche; Christian Roux; Béatrice Cochener (EMBC, 2011)

Case Retrieval in Medical Databases by Fusing Heterogeneous Information. - Gwenolé Quellec; Mathieu Lamard; Guy Cazuguel; Christian Roux; Béatrice Cochener (IEEE Trans. Medical Imaging, 2011)

Comprehensive wavelet-based image characterization for Content-Based Image Retrieval. - Gwenolé Quellec; Mathieu Lamard; Béatrice Cochener; Christian Roux; Guy Cazuguel (CBMI, 2012)

A general framework for detecting diabetic retinopathy lesions in eye fundus images. - Gwenolé Quellec; Mathieu Lamard; Béatrice Cochener; Christian Roux; Guy Cazuguel; Etienne Decencière; Bruno Laÿ; Pascale Massin (CBMS, 2012)

Motion-based video retrieval with application to computer-assisted retinal surgery. - Zakarya Droueche; Mathieu Lamard; Guy Cazuguel; Gwenolé Quellec; Christian Roux; Béatrice Cochener (EMBC, 2012)

Studying disagreements among retinal experts through image analysis. - Gwenolé Quellec; Mathieu Lamard; Béatrice Cochener; Zakarya Droueche; Bruno Laÿ; Agnès Chabouis; Christian Roux; Guy Cazuguel (EMBC, 2012)

Weakly supervised classification of medical images. - Gwenolé Quellec; Mathieu Laniard; Guy Cazuguel; Michael D. Abràmoff; Béatrice Cochener; Christian Roux (ISBI, 2012)

A Polynomial Model of Surgical Gestures for Real-Time Retrieval of Surgery Videos. - Gwenolé Quellec; Mathieu Lamard; Zakarya Droueche; Béatrice Cochener; Christian Roux; Guy Cazuguel (MCBR-CDS, 2012)

A multiple-instance learning framework for diabetic retinopathy screening. - Gwenolé Quellec; Mathieu Lamard; Michael D. Abràmoff; Etienne Decencière; Bruno Laÿ; Ali Erginay; Béatrice Cochener; Guy Cazuguel (Medical Image Anal., 2012)

Recherche en temps réel de séquences vidéo similaires par le contenu. - Gwenolé Quellec; Mathieu Lamard; Guy Cazuguel; Zakarya Droueche; Béatrice Cochener; Christian Roux (Traitement du Signal, 2012)

Fast Wavelet-Based Image Characterization for Highly Adaptive Image Retrieval. - Gwenolé Quellec; Mathieu Lamard; Guy Cazuguel; Béatrice Cochener; Christian Roux (IEEE Trans. Image Process., 2012)

Automatic correction of rotating ultrasound bio microscopy acquisitions for the segmentation of the eye anterior segment. - C. Maindron; M. Le Loir; Béatrice Cochener; Mathieu Lamard (EMBC, 2013)

Multimedia data mining for automatic diabetic retinopathy screening. - Gwenolé Quellec; Mathieu Lamard; Béatrice Cochener; Etienne Decencière; Bruno Laÿ; Agnès Chabouis; Christian Roux; Guy Cazuguel (EMBC, 2013)

Automated surgical step recognition in normalized cataract surgery videos. - Katia Charrière; Gwenolé Quellec; Mathieu Lamard; Gouenou Coatrieux; Béatrice Cochener; Guy Cazuguel (EMBC, 2014)

Normalizing videos of anterior eye segment surgeries. - Gwenolé Quellec; Katia Charrière; Mathieu Lamard; Béatrice Cochener; Guy Cazuguel (EMBC, 2014)

Real-time recognition of surgical tasks in eye surgery videos. - Gwenolé Quellec; Katia Charrière; Mathieu Lamard; Zakarya Droueche; Christian Roux; Béatrice Cochener; Guy Cazuguel (Medical Image Anal., 2014)

Real-Time Segmentation and Recognition of Surgical Tasks in Cataract Surgery Videos. - Gwenolé Quellec; Mathieu Lamard; Béatrice Cochener; Guy Cazuguel (IEEE Trans. Medical Imaging, 2014)

Multimedia Information Retrieval from Ophthalmic Digital Archives. - Gwenolé Quellec; Mathieu Lamard; Béatrice Cochener; Guy Cazuguel (Health Monitoring and Personalized Feedback using Multimedia Data, 2015)

Real-Time Task Recognition in Cataract Surgery Videos Using Adaptive Spatiotemporal Polynomials. - Gwenolé Quellec; Mathieu Lamard; Béatrice Cochener; Guy Cazuguel (IEEE Trans. Medical Imaging, 2015)

Real-time multilevel sequencing of cataract surgery videos. - Katia Charrière; Gwenolé Quellec; Mathieu Lamard; David Martiano; Guy Cazuguel; Gouenou Coatrieux; Béatrice Cochener (CBMI, 2016)

Mapping the retinas of a patient using a mixed set of fundus photographs from both eyes. - Gwenolé Quellec; Mathieu Lamard; Guy Cazuguel; Ali Erginay; Béatrice Cochener (EMBC, 2016)

Coarse-to-fine Surgical Instrument Detection for Cataract Surgery Monitoring. - Hassan Al Hajj; Gwenolé Quellec; Mathieu Lamard; Guy Cazuguel; Béatrice Cochener (CoRR, 2016)

Automatic detection of referral patients due to retinal pathologies through data mining. - Gwenolé Quellec; Mathieu Lamard; Ali Erginay; Agnès Chabouis; Pascale Massin; Béatrice Cochener; Guy Cazuguel (Medical Image Anal., 2016)

Surgical tool detection in cataract surgery videos through multi-image fusion inside a convolutional neural network. - Hassan Al Hajj; Mathieu Lamard; Katia Charrière; Béatrice Cochener; Gwenolé Quellec (EMBC, 2017)

Smart data augmentation for surgical tool detection on the surgical tray. - Hassan Al Hajj; Mathieu Lamard; Béatrice Cochener; Gwenolé Quellec (EMBC, 2017)

Monitoring tool usage in cataract surgery videos using boosted convolutional and recurrent neural networks. - Hassan Al Hajj; Mathieu Lamard; Pierre-Henri Conze; Béatrice Cochener; Gwenolé Quellec (CoRR, 2017)

Deep image mining for diabetic retinopathy screening. - Gwenolé Quellec; Katia Charrière; Yassine Boudi; Béatrice Cochener; Mathieu Lamard (Medical Image Anal., 2017)

Real-time analysis of cataract surgery videos using statistical models. - Katia Charrière; Gwenolé Quellec; Mathieu Lamard; David Martiano; Guy Cazuguel; Gouenou Coatrieux; Béatrice Cochener (Multim. Tools Appl., 2017)

Optical flow estimation in ocular endoscopy videos using flownet on simulated endoscopy data. - A. Guerre; Mathieu Lamard; Pierre-Henri Conze; Béatrice Cochener; Gwenolé Quellec (ISBI, 2018)

Monitoring tool usage in surgery videos using boosted convolutional and recurrent neural networks. - Hassan Al Hajj; Mathieu Lamard; Pierre-Henri Conze; Béatrice Cochener; Gwenolé Quellec (Medical Image Anal., 2018)

Cascaded multi-scale convolutional encoder-decoders for breast mass segmentation in high-resolution mammograms. - Yutong Yan; Pierre-Henri Conze; Etienne Decencière; Mathieu Lamard; Gwenolé Quellec; Béatrice Cochener; Gouenou Coatrieux (EMBC, 2019)

Instant automatic diagnosis of diabetic retinopathy. - Gwenolé Quellec; Mathieu Lamard; Bruno Laÿ; Alexandre Le Guilcher; Ali Erginay; Béatrice Cochener; Pascale Massin (CoRR, 2019)

Automatic detection of multiple pathologies in fundus photographs using spin-off learning. - Gwenolé Quellec; Mathieu Lamard; Pierre-Henri Conze; Pascale Massin; Béatrice Cochener (CoRR, 2019)

Multi-tasking Siamese Networks for Breast Mass Detection Using Dual-View Mammogram Matching. - Yutong Yan; Pierre-Henri Conze; Mathieu Lamard; Gwenolé Quellec; Béatrice Cochener; Gouenou Coatrieux (MLMI@MICCAI, 2020)

Two-stage breast mass detection and segmentation system towards automated high-resolution full mammogram analysis. - Yutong Yan; Pierre-Henri Conze; Gwenolé Quellec; Mathieu Lamard; Béatrice Cochener; Gouenou Coatrieux (CoRR, 2020)

Automatic detection of rare pathologies in fundus photographs using few-shot learning. - Gwenolé Quellec; Mathieu Lamard; Pierre-Henri Conze; Pascale Massin; Béatrice Cochener (Medical Image Anal., 2020)

Predicting virtual reality discomfort. - Vasilii Marshev; Jean-Louis de Bougrenet de la Tocnaye; Béatrice Cochener; Vincent Nourrit (ERVR, 2021)

Impact of virtual reality head mounted display on the attentional visual field. - Vasilii Marshev; Jean-Louis de Bougrenet de la Tocnaye; Béatrice Cochener; Vincent Nourrit (HVEI, 2021)

Two-Stage Multi-Scale Mass Segmentation From Full Mammograms. - Yutong Yan; Pierre-Henri Conze; Gwenolé Quellec; Mathieu Lamard; Béatrice Cochener; Gouenou Coatrieux (ISBI, 2021)

Deep Active Learning for Dual-View Mammogram Analysis. - Yutong Yan; Pierre-Henri Conze; Mathieu Lamard; Heng Zhang; Gwenolé Quellec; Béatrice Cochener; Gouenou Coatrieux (MLMI@MICCAI, 2021)

Longitudinal Detection of Diabetic Retinopathy Early Severity Grade Changes Using Deep Learning. - Yutong Yan; Pierre-Henri Conze; Gwenolé Quellec; Pascale Massin; Mathieu Lamard; Gouenou Coatrieux; Béatrice Cochener (OMIA@MICCAI, 2021)

ExplAIn: Explanatory artificial intelligence for diabetic retinopathy diagnosis. - Gwenolé Quellec; Hassan Al Hajj; Mathieu Lamard; Pierre-Henri Conze; Pascale Massin; Béatrice Cochener (Medical Image Anal., 2021)

Towards improved breast mass detection using dual-view mammogram matching. - Yutong Yan; Pierre-Henri Conze; Mathieu Lamard; Gwenolé Quellec; Béatrice Cochener; Gouenou Coatrieux (Medical Image Anal., 2021)

CATARACTS. - Hassan Al Hajj; Mathieu Lamard; Pierre-Henri Conze; Béatrice Cochener; Gwenolé Quellec (IEEE DataPort, 2021)

Mapping the Ocular Surface from Monocular Videos with an Application to Dry Eye Disease Grading. - Ikram Brahim; Mathieu Lamard; Anas-Alexis Benyoussef; Pierre-Henri Conze; Béatrice Cochener; Divi Cornec; Gwenolé Quellec (OMIA@MICCAI, 2022)

Multimodal Information Fusion for Glaucoma and Diabetic Retinopathy Classification. - Yihao Li; Mostafa El Habib Daho; Pierre-Henri Conze; Hassan Al Hajj; Sophie Bonnin; Hugang Ren; Niranchana Manivannan; Stephanie Magazzeni; Ramin Tadayoni; Béatrice Cochener; Mathieu Lamard; Gwenolé Quellec (OMIA@MICCAI, 2022)

Detection of Diabetic Retinopathy Using Longitudinal. - Rachid Zeghlache; Pierre-Henri Conze; Mostafa El Habib Daho; Ramin Tadayoni; Pascale Massin; Béatrice Cochener; Gwenolé Quellec; Mathieu Lamard (OMIA@MICCAI, 2022)

Detection of diabetic retinopathy using longitudinal self-supervised learning. - Rachid Zeghlache; Pierre-Henri Conze; Mostafa El Habib Daho; Ramin Tadayoni; Pascale Massin; Béatrice Cochener; Gwenolé Quellec; Mathieu Lamard (CoRR, 2022)

Multimodal Information Fusion for Glaucoma and DR Classification. - Yihao Li; Mostafa El Habib Daho; Pierre-Henri Conze; Hassan Al Hajj; Sophie Bonnin; Hugang Ren; Niranchana Manivannan; Stephanie Magazzeni; Ramin Tadayoni; Béatrice Cochener; Mathieu Lamard; Gwenolé Quellec (CoRR, 2022)

Federated Learning for Diabetic Retinopathy Detection in a Multi-center Fundus Screening Network. - Sarah Matta; Mariem Ben Hassine; Clément Lecat; Laurent Borderie; Alexandre Le Guilcher; Pascale Massin; Béatrice Cochener; Mathieu Lamard; Gwenolé Quellec (EMBC, 2023)

Improved Automatic Diabetic Retinopathy Severity Classification Using Deep Multimodal Fusion of UWF-CFP and OCTA Images. - Mostafa El Habib Daho; Yihao Li; Rachid Zeghlache; Yapo Cedric Atse; Hugo Le Boité; Sophie Bonnin; Deborah Cosette; Pierre Deman; Laurent Borderie; Capucine Lepicard; Ramin Tadayoni; Béatrice Cochener; et al. (OMIA@MICCAI, 2023)

Longitudinal Self-supervised Learning Using Neural Ordinary Differential Equation. - Rachid Zeghlache; Pierre-Henri Conze; Mostafa El Habib Daho; Yihao Li; Hugo Le Boité; Ramin Tadayoni; Pascale Massin; Béatrice Cochener; Ikram Brahim; Gwenolé Quellec; Mathieu Lamard (PRIME@MICCAI, 2023)

LMT: Longitudinal Mixing Training, a Framework to Predict Disease Progression from a Single Image. - Rachid Zeghlache; Pierre-Henri Conze; Mostafa El Habib Daho; Yihao Li; Hugo Le Boité; Ramin Tadayoni; Pascale Massin; Béatrice Cochener; Ikram Brahim; Gwenolé Quellec; Mathieu Lamard (MLMI@MICCAI (2), 2023)

Domain Generalization for Multi-disease Detection in Fundus Photographs. - Sarah Matta; Mathieu Lamard; Laurent Borderie; Alexandre Le Guilcher; Pascale Massin; Jean-Bernard Rottier; Béatrice Cochener; Gwenolé Quellec (EMBC, 2024)

LaTiM: Longitudinal Representation Learning in Continuous-Time Models to Predict Disease Progression. - Rachid Zeghlache; Pierre-Henri Conze; Mostafa El Habib Daho; Yihao Li; Hugo Le Boité; Ramin Tadayoni; Pascale Massin; Béatrice Cochener; Alireza Rezaei; Ikram Brahim; Gwenolé Quellec; Mathieu Lamard (MICCAI (5), 2024)

Deep Learning-Based Detection of Referable Diabetic Retinopathy and Macular Edema Using Ultra-widefield Fundus Imaging. - Philippe Zhang; Pierre-Henri Conze; Mathieu Lamard; Béatrice Cochener; Gwenolé Quellec; Mostafa El Habib Daho (UWF4DR@MICCAI, 2024)

Patch Progression Masked Autoencoder with Fusion CNN Network for Classifying Evolution Between Two Pairs of 2D OCT Slices. - Philippe Zhang; Weili Jiang; Yihao Li; Jing Zhang; Sarah Matta; Yubo Tan; Hui Lin; Haoshen Wang; Jiangtian Pan; Hui Xu; Laurent Borderie; Alexandre Le Guilcher; et al. (DIAMOND/MARIO@MICCAI, 2024)

Automatic Prediction of Center-Involved Diabetic Macular Edema Using Ultra-Widefield Color Fundus Photography. - Philippe Zhang; Yihao Li; Weili Jiang; Jing Zhang; Sarah Matta; Yubo Tan; Hui Lin; Haoshen Wang; Jiangtian Pan; Hui Xu; Laurent Borderie; Alexandre Le Guilcher; et al. (DIAMOND/MARIO@MICCAI, 2024)

DISCOVER: 2-D multiview summarization of Optical Coherence Tomography Angiography for automatic diabetic retinopathy diagnosis. - Mostafa El Habib Daho; Yihao Li; Rachid Zeghlache; Hugo Le Boité; Pierre Deman; Laurent Borderie; Hugang Ren; Niranchana Manivannan; Capucine Lepicard; Béatrice Cochener; Aude Couturier; Ramin Tadayoni; et al. (Artif. Intell. Medicine, 2024)

A review of deep learning-based information fusion techniques for multimodal medical image classification. - Yihao Li; Mostafa El Habib Daho; Pierre-Henri Conze; Rachid Zeghlache; Hugo Le Boité; Ramin Tadayoni; Béatrice Cochener; Mathieu Lamard; Gwenolé Quellec (Comput. Biol. Medicine, 2024)

A systematic review of generalization research in medical image classification. - Sarah Matta; Mathieu Lamard; Philippe Zhang; Alexandre Le Guilcher; Laurent Borderie; Béatrice Cochener; Gwenolé Quellec (Comput. Biol. Medicine, 2024)

Generalizing deep learning models for medical image classification. - Sarah Matta; Mathieu Lamard; Philippe Zhang; Alexandre Le Guilcher; Laurent Borderie; Béatrice Cochener; Gwenolé Quellec (CoRR, 2024)

L-MAE: Longitudinal masked auto-encoder with time and severity-aware encoding for diabetic retinopathy progression prediction. - Rachid Zeghlache; Pierre-Henri Conze; Mostafa El Habib Daho; Yihao Li; Alireza Rezaei; Hugo Le Boité; Ramin Tadayoni; Pascale Massin; Béatrice Cochener; Ikram Brahim; Gwenolé Quellec; Mathieu Lamard (Comput. Biol. Medicine, 2025)

Deep Learning for Retinal Degeneration Assessment: A Comprehensive Analysis of the MARIO AMD Progression Challenge. - Rachid Zeghlache; Ikram Brahim; Pierre-Henri Conze; Mathieu Lamard; Mohammed El Amine Lazouni; Elaouaber Zineb Aziza; Leila Ryma Lazouni; Christopher Nielsen; Ahmad O. Ahsan; Matthias Wilms; Nils D. Forkert; Lovre Antonio Budimir; et al. (CoRR, 2025)