Gwenolé Quellec

123 papers A 1B 1C 2Misc 1Journal 73Unranked 43

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Automated multimodal severity assessment of diabetic retinopathy using ultra-widefield color fundus photography and clinical tabular data. Biomed. Signal Process. Control. Alireza Rezaei, Sarah Matta, Rachid Zeghlache, Pierre-Henri Conze, Capucine Lepicard, Pierre Deman, Laurent Borderie, Deborah Cosette, Sophie Bonnin, Aude Couturier, Béatrice Cochener, Mathieu Lamard, Mostafa El Habib Daho, Gwenolé Quellec
2026	J	`jnl`	Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization. CoRR Ambre Marie, Thomas Bertin, Guillaume Dardenne, Gwenolé Quellec
2026	J	`jnl`	JustRAIGS: Justified Referral in AI Glaucoma Screening Challenge. IEEE Trans. Medical Imaging Yeganeh Madadi, Hina Raja, Koenraad A. Vermeer, Hans G. Lemij, Xiaoqin Huang, Eunjin Kim, Seunghoon Lee, Gitaek Kwon, Hyunwoo Kim, Jaeyoung Kim, Adrian Galdran, Miguel Ángel González Ballester, Dan Presil, Kristhian Aguilar, Victor Cavalcante, Celso B. Carvalho, Waldir Sabino da Silva Júnior, Mateus Oliveira, Hui Lin, Charilaos Apostolidis, Aggelos K. Katsaggelos, Tomasz Kubrak, Ángela Casado-García, Jónathan Heras, Marcos Ortega, Lucía Ramos, Philippe Zhang, Yihao Li, Jing Zhang, Weili Jiang, Pierre-Henri Conze, Mathieu Lamard, Gwenolé Quellec, Mostafa El Habib Daho, Madukuri Shaurya, Anumeha Varma, Monika Agrawal, Siamak Yousefi
2026	J	`jnl`	SarAdapter: Prioritizing Attention on Semantic-Aware Representative Tokens for Enhanced Medical Image Segmentation. IEEE Trans. Medical Imaging Weili Jiang, Yihao Li, Zaiyi Liu, Lin An, Gwenolé Quellec, Chubin Ou
2025	J	`jnl`	Acoustic and Machine Learning Methods for Speech-Based Suicide Risk Assessment: A Systematic Review. CoRR Ambre Marie, Marine Garnier, Thomas Bertin, Laura Machart, Guillaume Dardenne, Gwenolé Quellec, Sofian Berrouiguet
2025	J	`jnl`	Boundary-aware dynamic re-weighting for semi-supervised medial image segmentation. Expert Syst. Appl. Weili Jiang, Jiawen Li, Yihao Li, Xifei Wei, Jianping Huang, Gwenolé Quellec, Weixin Si, Chubin Ou
2025	J	`jnl`	Deep Learning for Retinal Degeneration Assessment: A Comprehensive Analysis of the MARIO AMD Progression Challenge. CoRR 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, Ivana Zadro Matovinovic, Donik Vrsnak, Sven Loncaric, Philippe Zhang, Weili Jiang, Yihao Li, Yiding Hao, Markus Frohmann, Patrick Binder, Marcel Huber, Taha Emre, Teresa Araújo, Marzieh Oghbaie, Hrvoje Bogunovic, Amerens A. Bekkers, Nina M. van Liebergen, Hugo J. Kuijf, Abdul Qayyum, Moona Mazher, Steven A. Niederer, Alberto J. Beltrán-Carrero, Juan J. Gómez-Valverde, Javier Torresano-Rodríguez, Álvaro Caballero-Sastre, María J. Ledesma-Carbayo, Yosuke Yamagishi, Yi Ding, Robin Peretzke, Alexandra Ertl, Maximilian Fischer, Jessica Kächele, Sofiane Zehar, Karim Boukli Hacene, Thomas Monfort, Béatrice Cochener, Mostafa El Habib Daho, Anas-Alexis Benyoussef, Gwenolé Quellec
2025	—	`ed.`	Image-Based Prediction of Retinal Disease Progression - MICCAI Challenges, DIAMOND 2024 and MARIO 2024, Held in Conjunction with MICCAI 2024, Marrakesh, Morocco, October 10, 2024, Proceedings DIAMOND/MARIO@MICCAI Gwenolé Quellec, Mostafa El Habib Daho, Rachid Zeghlache
2025	J	`jnl`	L-MAE: Longitudinal masked auto-encoder with time and severity-aware encoding for diabetic retinopathy progression prediction. Comput. Biol. Medicine 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
2025	J	`jnl`	Patch Progression Masked Autoencoder with Fusion CNN Network for Classifying Evolution Between Two Pairs of 2D OCT Slices. CoRR 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, Béatrice Cochener, Chubin Ou, Gwenolé Quellec, Mathieu Lamard
2025	J	`jnl`	RFMiD: Retinal Image Analysis for multi-Disease Detection challenge. Medical Image Anal. Samiksha Pachade, Prasanna Porwal, Manesh Kokare, Girish Deshmukh, Vivek Sahasrabuddhe, Zhengbo Luo, Feng Han, Zitang Sun, Li Qihan, Sei-ichiro Kamata, Edward Ho, Edward Wang, Asaanth Sivajohan, Saerom Youn, Kevin Lane, Jin Chun, Xinliang Wang, Yunchao Gu, Sixu Lu, Young-tack Oh, Hyunjin Park, Chia-Yen Lee, Hung Yeh, Kai-Wen Cheng, Haoyu Wang, Jin Ye, Junjun He, Lixu Gu, Dominik Müller, Iñaki Soto Rey, Frank Kramer, Hidehisa Arai, Yuma Ochi, Takami Okada, Luca Giancardo, Gwenolé Quellec, Fabrice Mériaudeau
2025	J	`jnl`	Suicide Risk Assessment Using Multimodal Speech Features: A Study on the SW1 Challenge Dataset. CoRR Ambre Marie, Ilias Maoudj, Guillaume Dardenne, Gwenolé Quellec
2024	J	`jnl`	A review of deep learning-based information fusion techniques for multimodal medical image classification. Comput. Biol. Medicine Yihao Li, Mostafa El Habib Daho, Pierre-Henri Conze, Rachid Zeghlache, Hugo Le Boité, Ramin Tadayoni, Béatrice Cochener, Mathieu Lamard, Gwenolé Quellec
2024	J	`jnl`	A review of deep learning-based information fusion techniques for multimodal medical image classification. CoRR Yihao Li, Mostafa El Habib Daho, Pierre-Henri Conze, Rachid Zeghlache, Hugo Le Boité, Ramin Tadayoni, Béatrice Cochener, Mathieu Lamard, Gwenolé Quellec
2024	J	`jnl`	A systematic review of generalization research in medical image classification. Comput. Biol. Medicine Sarah Matta, Mathieu Lamard, Philippe Zhang, Alexandre Le Guilcher, Laurent Borderie, Béatrice Cochener, Gwenolé Quellec
2024	J	`jnl`	Automated Detection of Myopic Maculopathy in MMAC 2023: Achievements in Classification, Segmentation, and Spherical Equivalent Prediction. CoRR Yihao Li, Philippe Zhang, Yubo Tan, Jing Zhang, Zhihan Wang, Weili Jiang, Pierre-Henri Conze, Mathieu Lamard, Gwenolé Quellec, Mostafa El Habib Daho
2024	—	`conf`	Automatic Prediction of Center-Involved Diabetic Macular Edema Using Ultra-Widefield Color Fundus Photography. DIAMOND/MARIO@MICCAI 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, Béatrice Cochener, Chubin Ou, Gwenolé Quellec, Mathieu Lamard
2024	J	`jnl`	DISCOVER: 2-D Multiview Summarization of Optical Coherence Tomography Angiography for Automatic Diabetic Retinopathy Diagnosis. CoRR 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, Pierre-Henri Conze, Mathieu Lamard, Gwenolé Quellec
2024	J	`jnl`	DISCOVER: 2-D multiview summarization of Optical Coherence Tomography Angiography for automatic diabetic retinopathy diagnosis. Artif. Intell. Medicine 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, Pierre-Henri Conze, Mathieu Lamard, Gwenolé Quellec
2024	J	`jnl`	Deep Learning-Based Detection of Referable Diabetic Retinopathy and Macular Edema Using Ultra-Widefield Fundus Imaging. CoRR Philippe Zhang, Pierre-Henri Conze, Mathieu Lamard, Gwenolé Quellec, Mostafa El Habib Daho
2024	—	`conf`	Deep Learning-Based Detection of Referable Diabetic Retinopathy and Macular Edema Using Ultra-widefield Fundus Imaging. UWF4DR@MICCAI Philippe Zhang, Pierre-Henri Conze, Mathieu Lamard, Béatrice Cochener, Gwenolé Quellec, Mostafa El Habib Daho
2024	—	`conf`	Detection and Classification of Glaucoma in the Justraigs Challenge: Achievements in Binary and Multilabel Classification. ISBI Philippe Zhang, Yihao Li, Jing Zhang, Weili Jiang, Pierre-Henri Conze, Mathieu Lamard, Gwenolé Quellec, Mostafa El Habib Daho
2024	—	`conf`	Domain Generalization for Multi-disease Detection in Fundus Photographs. EMBC Sarah Matta, Mathieu Lamard, Laurent Borderie, Alexandre Le Guilcher, Pascale Massin, Jean-Bernard Rottier, Béatrice Cochener, Gwenolé Quellec
2024	J	`jnl`	Generalizing deep learning models for medical image classification. CoRR Sarah Matta, Mathieu Lamard, Philippe Zhang, Alexandre Le Guilcher, Laurent Borderie, Béatrice Cochener, Gwenolé Quellec
2024	J	`jnl`	L-MAE: Longitudinal masked auto-encoder with time and severity-aware encoding for diabetic retinopathy progression prediction. CoRR 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
2024	—	`conf`	LaTiM: Longitudinal Representation Learning in Continuous-Time Models to Predict Disease Progression. MICCAI (5) 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
2024	J	`jnl`	LaTiM: Longitudinal representation learning in continuous-time models to predict disease progression. CoRR 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
2024	—	`conf`	Patch Progression Masked Autoencoder with Fusion CNN Network for Classifying Evolution Between Two Pairs of 2D OCT Slices. DIAMOND/MARIO@MICCAI 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, Béatrice Cochener, Chubin Ou, Gwenolé Quellec, Mathieu Lamard
2023	—	`conf`	Automated Detection of Myopic Maculopathy in MMAC 2023: Achievements in Classification, Segmentation, and Spherical Equivalent Prediction. MMAC@MICCAI Yihao Li, Philippe Zhang, Yubo Tan, Jing Zhang, Zhihan Wang, Weili Jiang, Pierre-Henri Conze, Mathieu Lamard, Gwenolé Quellec, Mostafa El Habib Daho
2023	—	`conf`	Federated Learning for Diabetic Retinopathy Detection in a Multi-center Fundus Screening Network. EMBC Sarah Matta, Mariem Ben Hassine, Clément Lecat, Laurent Borderie, Alexandre Le Guilcher, Pascale Massin, Béatrice Cochener, Mathieu Lamard, Gwenolé Quellec
2023	—	`conf`	Improved Automatic Diabetic Retinopathy Severity Classification Using Deep Multimodal Fusion of UWF-CFP and OCTA Images. OMIA@MICCAI 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, Pierre-Henri Conze, Mathieu Lamard, Gwenolé Quellec
2023	J	`jnl`	Improved Automatic Diabetic Retinopathy Severity Classification Using Deep Multimodal Fusion of UWF-CFP and OCTA Images. CoRR 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, Pierre-Henri Conze, Mathieu Lamard, Gwenolé Quellec
2023	—	`conf`	LMT: Longitudinal Mixing Training, a Framework to Predict Disease Progression from a Single Image. MLMI@MICCAI (2) 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
2023	J	`jnl`	LMT: Longitudinal Mixing Training, a Framework to Predict Disease Progression from a Single Image. CoRR 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
2023	—	`conf`	Longitudinal Self-supervised Learning Using Neural Ordinary Differential Equation. PRIME@MICCAI 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
2023	J	`jnl`	Longitudinal Self-supervised Learning Using Neural Ordinary Differential Equation. CoRR 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
2022	J	`jnl`	ADAM Challenge: Detecting Age-Related Macular Degeneration From Fundus Images. IEEE Trans. Medical Imaging Huihui Fang, Fei Li, Huazhu Fu, Xu Sun, Xingxing Cao, Fengbin Lin, Jaemin Son, Sunho Kim, Gwenolé Quellec, Sarah Matta, Sharath M. Shankaranarayana, Yi-Ting Chen, Chuen-heng Wang, Nisarg A. Shah, Chia-Yen Lee, Chih-Chung Hsu, Hai Xie, Baiying Lei, Ujjwal Baid, Shubham Innani, Kang Dang, Wenxiu Shi, Ravi Kamble, Nitin Singhal, Ching-Wei Wang, Shih-Chang Lo, José Ignacio Orlando, Hrvoje Bogunovic, Xiulan Zhang, Yanwu Xu
2022	J	`jnl`	ADAM Challenge: Detecting Age-related Macular Degeneration from Fundus Images. CoRR Huihui Fang, Fei Li, Huazhu Fu, Xu Sun, Xingxing Cao, Fengbin Lin, Jaemin Son, Sunho Kim, Gwenolé Quellec, Sarah Matta, Sharath M. Shankaranarayana, Yi-Ting Chen, Chuen-heng Wang, Nisarg A. Shah, Chia-Yen Lee, Chih-Chung Hsu, Hai Xie, Baiying Lei, Ujjwal Baid, Shubham Innani, Kang Dang, Wenxiu Shi, Ravi Kamble, Nitin Singhal, José Ignacio Orlando, Hrvoje Bogunovic, Xiulan Zhang, Yanwu Xu
2022	—	`conf`	Detection of Diabetic Retinopathy Using Longitudinal. OMIA@MICCAI Rachid Zeghlache, Pierre-Henri Conze, Mostafa El Habib Daho, Ramin Tadayoni, Pascale Massin, Béatrice Cochener, Gwenolé Quellec, Mathieu Lamard
2022	J	`jnl`	Detection of diabetic retinopathy using longitudinal self-supervised learning. CoRR Rachid Zeghlache, Pierre-Henri Conze, Mostafa El Habib Daho, Ramin Tadayoni, Pascale Massin, Béatrice Cochener, Gwenolé Quellec, Mathieu Lamard
2022	—	`conf`	Joint nnU-Net and Radiomics Approaches for Segmentation and Prognosis of Head and Neck Cancers with PET/CT Images. HECKTOR@MICCAI Hui Xu, Yihao Li, Wei Zhao, Gwenolé Quellec, Lijun Lu, Mathieu Hatt
2022	J	`jnl`	Joint nnU-Net and Radiomics Approaches for Segmentation and Prognosis of Head and Neck Cancers with PET/CT images. CoRR Hui Xu, Yihao Li, Wei Zhao, Gwenolé Quellec, Lijun Lu, Mathieu Hatt
2022	—	`conf`	Mapping the Ocular Surface from Monocular Videos with an Application to Dry Eye Disease Grading. OMIA@MICCAI Ikram Brahim, Mathieu Lamard, Anas-Alexis Benyoussef, Pierre-Henri Conze, Béatrice Cochener, Divi Cornec, Gwenolé Quellec
2022	J	`jnl`	Mapping the ocular surface from monocular videos with an application to dry eye disease grading. CoRR Ikram Brahim, Mathieu Lamard, Anas-Alexis Benyoussef, Pierre-Henri Conze, Béatrice Cochener, Divi Cornec, Gwenolé Quellec
2022	J	`jnl`	Multimodal Information Fusion for Glaucoma and DR Classification. CoRR 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
2022	—	`conf`	Multimodal Information Fusion for Glaucoma and Diabetic Retinopathy Classification. OMIA@MICCAI 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
2022	—	`conf`	Segmentation, Classification, and Quality Assessment of UW-OCTA Images for the Diagnosis of Diabetic Retinopathy. MIDOG/DRAC@MICCAI Yihao Li, Rachid Zeghlache, Ikram Brahim, Hui Xu, Yubo Tan, Pierre-Henri Conze, Mathieu Lamard, Gwenolé Quellec, Mostafa El Habib Daho
2022	J	`jnl`	Segmentation, Classification, and Quality Assessment of UW-OCTA Images for the Diagnosis of Diabetic Retinopathy. CoRR Yihao Li, Rachid Zeghlache, Ikram Brahim, Hui Xu, Yubo Tan, Pierre-Henri Conze, Mathieu Lamard, Gwenolé Quellec, Mostafa El Habib Daho
2022	J	`jnl`	White-box Membership Attack Against Machine Learning Based Retinopathy Classification. CoRR Mounia Hamidouche, Reda Bellafqira, Gwenolé Quellec, Gouenou Coatrieux
2021	J	`jnl`	CaDIS: Cataract dataset for surgical RGB-image segmentation. Medical Image Anal. Maria Grammatikopoulou, Evangello Flouty, Abdolrahim Kadkhodamohammadi, Gwenolé Quellec, Andre Chow, Jean Nehme, Imanol Luengo, Danail Stoyanov
2021	—	`conf`	Deep Active Learning for Dual-View Mammogram Analysis. MLMI@MICCAI Yutong Yan, Pierre-Henri Conze, Mathieu Lamard, Heng Zhang, Gwenolé Quellec, Béatrice Cochener, Gouenou Coatrieux
2021	J	`jnl`	ExplAIn: Explanatory artificial intelligence for diabetic retinopathy diagnosis. Medical Image Anal. Gwenolé Quellec, Hassan Al Hajj, Mathieu Lamard, Pierre-Henri Conze, Pascale Massin, Béatrice Cochener
2021	—	`conf`	Longitudinal Detection of Diabetic Retinopathy Early Severity Grade Changes Using Deep Learning. OMIA@MICCAI Yutong Yan, Pierre-Henri Conze, Gwenolé Quellec, Pascale Massin, Mathieu Lamard, Gouenou Coatrieux, Béatrice Cochener
2021	J	`jnl`	Retinal Fundus Multi-Disease Image Dataset (RFMiD): A Dataset for Multi-Disease Detection Research. Data Samiksha Pachade, Prasanna Porwal, Dhanshree Thulkar, Manesh Kokare, Girish Deshmukh, Vivek Sahasrabuddhe, Luca Giancardo, Gwenolé Quellec, Fabrice Mériaudeau
2021	J	`jnl`	Towards improved breast mass detection using dual-view mammogram matching. Medical Image Anal. Yutong Yan, Pierre-Henri Conze, Mathieu Lamard, Gwenolé Quellec, Béatrice Cochener, Gouenou Coatrieux
2021	—	`conf`	Two-Stage Multi-Scale Mass Segmentation From Full Mammograms. ISBI Yutong Yan, Pierre-Henri Conze, Gwenolé Quellec, Mathieu Lamard, Béatrice Cochener, Gouenou Coatrieux
2020	J	`jnl`	Automatic detection of rare pathologies in fundus photographs using few-shot learning. Medical Image Anal. Gwenolé Quellec, Mathieu Lamard, Pierre-Henri Conze, Pascale Massin, Béatrice Cochener
2020	J	`jnl`	ExplAIn: Explanatory Artificial Intelligence for Diabetic Retinopathy Diagnosis. CoRR Gwenolé Quellec, Hassan Al Hajj, Mathieu Lamard, Pierre-Henri Conze, Pascale Massin, Béatrice Cochener
2020	—	`conf`	Multi-tasking Siamese Networks for Breast Mass Detection Using Dual-View Mammogram Matching. MLMI@MICCAI Yutong Yan, Pierre-Henri Conze, Mathieu Lamard, Gwenolé Quellec, Béatrice Cochener, Gouenou Coatrieux
2020	J	`jnl`	Two-stage breast mass detection and segmentation system towards automated high-resolution full mammogram analysis. CoRR Yutong Yan, Pierre-Henri Conze, Gwenolé Quellec, Mathieu Lamard, Béatrice Cochener, Gouenou Coatrieux
2019	J	`jnl`	Automatic detection of multiple pathologies in fundus photographs using spin-off learning. CoRR Gwenolé Quellec, Mathieu Lamard, Pierre-Henri Conze, Pascale Massin, Béatrice Cochener
2019	J	`jnl`	CATARACTS: Challenge on automatic tool annotation for cataRACT surgery. Medical Image Anal. Hassan Al Hajj, Mathieu Lamard, Pierre-Henri Conze, Soumali Roychowdhury, Xiaowei Hu, Gabija Marsalkaite, Odysseas Zisimopoulos, Muneer Ahmad Dedmari, Fenqiang Zhao, Jonas Prellberg, Manish Sahu, Adrian Galdran, Teresa Araújo, Duc My Vo, Chandan Panda, Navdeep Dahiya, Satoshi Kondo, Zhengbing Bian, Gwenolé Quellec
2019	J	`jnl`	CaDIS: Cataract Dataset for Image Segmentation. CoRR Evangello Flouty, Abdolrahim Kadkhodamohammadi, Imanol Luengo, Félix Fuentes-Hurtado, Hinde Taleb, Santiago Barbarisi, Gwenolé Quellec, Danail Stoyanov
2019	—	`conf`	Cascaded multi-scale convolutional encoder-decoders for breast mass segmentation in high-resolution mammograms. EMBC Yutong Yan, Pierre-Henri Conze, Etienne Decencière, Mathieu Lamard, Gwenolé Quellec, Béatrice Cochener, Gouenou Coatrieux
2019	J	`jnl`	Instant automatic diagnosis of diabetic retinopathy. CoRR Gwenolé Quellec, Mathieu Lamard, Bruno Laÿ, Alexandre Le Guilcher, Ali Erginay, Béatrice Cochener, Pascale Massin
2019	J	`jnl`	Unsupervised learning-based long-term superpixel tracking. CoRR Pierre-Henri Conze, Florian Tilquin, Mathieu Lamard, Fabrice Heitz, Gwenolé Quellec
2019	J	`jnl`	Unsupervised learning-based long-term superpixel tracking. Image Vis. Comput. Pierre-Henri Conze, Florian Tilquin, Mathieu Lamard, Fabrice Heitz, Gwenolé Quellec
2018	J	`jnl`	Anomaly classification in digital mammography based on multiple-instance learning. IET Image Process. Abdelali Elmoufidi, Khalid El Fahssi, Said Jai-Andaloussi, Abderrahim Sekkaki, Gwenolé Quellec, Mathieu Lamard
2018	Misc	`conf`	Long-term superpixel tracking using unsupervised learning and multi-step integration. ATSIP Pierre-Henri Conze, Florian Tilquin, Mathieu Lamard, Fabrice Heitz, Gwenolé Quellec
2018	J	`jnl`	Monitoring tool usage in surgery videos using boosted convolutional and recurrent neural networks. Medical Image Anal. Hassan Al Hajj, Mathieu Lamard, Pierre-Henri Conze, Béatrice Cochener, Gwenolé Quellec
2018	—	`conf`	Optical flow estimation in ocular endoscopy videos using flownet on simulated endoscopy data. ISBI A. Guerre, Mathieu Lamard, Pierre-Henri Conze, Béatrice Cochener, Gwenolé Quellec
2018	—	`conf`	Robust Supervoxel Matching Combining Mid-Level Spectral and Context-Rich Features. Patch-MI@MICCAI Florian Tilquin, Pierre-Henri Conze, Patrick Pessaux, Mathieu Lamard, Gwenolé Quellec, Vincent Noblet, Fabrice Heitz
2017	J	`jnl`	Deep image mining for diabetic retinopathy screening. Medical Image Anal. Gwenolé Quellec, Katia Charrière, Yassine Boudi, Béatrice Cochener, Mathieu Lamard
2017	J	`jnl`	Monitoring tool usage in cataract surgery videos using boosted convolutional and recurrent neural networks. CoRR Hassan Al Hajj, Mathieu Lamard, Pierre-Henri Conze, Béatrice Cochener, Gwenolé Quellec
2017	A	`conf`	Proxy Re-Encryption Based on Homomorphic Encryption. ACSAC Reda Bellafqira, Gouenou Coatrieux, Dalel Bouslimi, Gwenolé Quellec, Michel Cozic
2017	J	`jnl`	Real-time analysis of cataract surgery videos using statistical models. Multim. Tools Appl. Katia Charrière, Gwenolé Quellec, Mathieu Lamard, David Martiano, Guy Cazuguel, Gouenou Coatrieux, Béatrice Cochener
2017	J	`jnl`	Secured Outsourced Content Based Image Retrieval Based on Encrypted Signatures Extracted From Homomorphically Encrypted Images. CoRR Reda Bellafqira, Gouenou Coatrieux, Dalel Bouslimi, Gwenolé Quellec, Michel Cozic
2017	J	`jnl`	Sharing Data Homomorphically Encrypted with Different Encryption Keys. CoRR Reda Bellafqira, Gouenou Coatrieux, Dalel Bouslimi, Gwenolé Quellec, Michel Cozic
2017	—	`conf`	Smart data augmentation for surgical tool detection on the surgical tray. EMBC Hassan Al Hajj, Mathieu Lamard, Béatrice Cochener, Gwenolé Quellec
2017	—	`conf`	Surgical tool detection in cataract surgery videos through multi-image fusion inside a convolutional neural network. EMBC Hassan Al Hajj, Mathieu Lamard, Katia Charrière, Béatrice Cochener, Gwenolé Quellec
2016	—	`conf`	An end to end secure CBIR over encrypted medical database. EMBC Reda Bellafqira, Gouenou Coatrieux, Dalel Bouslimi, Gwenolé Quellec
2016	—	`conf`	Automatic Detection of Suspicious Lesions in Digital X-ray Mammograms. UNet Abdelali Elmoufidi, Khalid El Fahssi, Said Jai-Andaloussi, Abderrahim Sekkaki, Gwenolé Quellec, Mathieu Lamard, Guy Cazuguel
2016	J	`jnl`	Automatic detection of referral patients due to retinal pathologies through data mining. Medical Image Anal. Gwenolé Quellec, Mathieu Lamard, Ali Erginay, Agnès Chabouis, Pascale Massin, Béatrice Cochener, Guy Cazuguel
2016	J	`jnl`	Coarse-to-fine Surgical Instrument Detection for Cataract Surgery Monitoring. CoRR Hassan Al Hajj, Gwenolé Quellec, Mathieu Lamard, Guy Cazuguel, Béatrice Cochener
2016	J	`jnl`	Deep image mining for diabetic retinopathy screening. CoRR Gwenolé Quellec, Katia Charrière, Yassine Boudi, Béatrice Cochener, Mathieu Lamard
2016	—	`conf`	Mapping the retinas of a patient using a mixed set of fundus photographs from both eyes. EMBC Gwenolé Quellec, Mathieu Lamard, Guy Cazuguel, Ali Erginay, Béatrice Cochener
2016	J	`jnl`	Multiple-Instance Learning for Anomaly Detection in Digital Mammography. IEEE Trans. Medical Imaging Gwenolé Quellec, Mathieu Lamard, Michel Cozic, Gouenou Coatrieux, Guy Cazuguel
2016	J	`jnl`	Real-time analysis of cataract surgery videos using statistical models. CoRR Katia Charrière, Gwenolé Quellec, Mathieu Lamard, David Martiano, Guy Cazuguel, Gouenou Coatrieux, Béatrice Cochener
2016	C	`conf`	Real-time multilevel sequencing of cataract surgery videos. CBMI Katia Charrière, Gwenolé Quellec, Mathieu Lamard, David Martiano, Guy Cazuguel, Gouenou Coatrieux, Béatrice Cochener
2015	—	`conf`	Content-based image retrieval in homomorphic encryption domain. EMBC Reda Bellafqira, Gouenou Coatrieux, Dalel Bouslimi, Gwenolé Quellec
2015	—	`ch.`	Multimedia Information Retrieval from Ophthalmic Digital Archives. Health Monitoring and Personalized Feedback using Multimedia Data Gwenolé Quellec, Mathieu Lamard, Béatrice Cochener, Guy Cazuguel
2015	—	`conf`	Multiple-instance learning for breast cancer detection in mammograms. EMBC Ruben Sanchez de la Rosa, Mathieu Lamard, Guy Cazuguel, Gouenou Coatrieux, Michel Cozic, Gwenolé Quellec
2015	J	`jnl`	Real-Time Task Recognition in Cataract Surgery Videos Using Adaptive Spatiotemporal Polynomials. IEEE Trans. Medical Imaging Gwenolé Quellec, Mathieu Lamard, Béatrice Cochener, Guy Cazuguel
2014	—	`conf`	Automated surgical step recognition in normalized cataract surgery videos. EMBC Katia Charrière, Gwenolé Quellec, Mathieu Lamard, Gouenou Coatrieux, Béatrice Cochener, Guy Cazuguel
2014	—	`conf`	Estimating maximal measurable performance for automated decision systems from the characteristics of the reference standard. application to diabetic retinopathy screening. EMBC Gwenolé Quellec, Michael D. Abràmoff
2014	J	`jnl`	Exudate detection in color retinal images for mass screening of diabetic retinopathy. Medical Image Anal. Xiwei Zhang, Guillaume Thibault, Etienne Decencière, Beatriz Marcotegui, Bruno Laÿ, Ronan Danno, Guy Cazuguel, Gwenolé Quellec, Mathieu Lamard, Pascale Massin, Agnès Chabouis, Zeynep Victor, Ali Erginay
2014	—	`conf`	Normalizing videos of anterior eye segment surgeries. EMBC Gwenolé Quellec, Katia Charrière, Mathieu Lamard, Béatrice Cochener, Guy Cazuguel
2014	J	`jnl`	Real-Time Segmentation and Recognition of Surgical Tasks in Cataract Surgery Videos. IEEE Trans. Medical Imaging Gwenolé Quellec, Mathieu Lamard, Béatrice Cochener, Guy Cazuguel
2014	J	`jnl`	Real-time recognition of surgical tasks in eye surgery videos. Medical Image Anal. Gwenolé Quellec, Katia Charrière, Mathieu Lamard, Zakarya Droueche, Christian Roux, Béatrice Cochener, Guy Cazuguel
2013	—	`conf`	Mass segmentation in mammograms by using Bidimensional Emperical Mode Decomposition BEMD. EMBC Said Jai-Andaloussi, Abderrahim Sekkaki, Gwenolé Quellec, Mathieu Lamard, Guy Cazuguel, Christian Roux
2013	—	`conf`	Multimedia data mining for automatic diabetic retinopathy screening. EMBC Gwenolé Quellec, Mathieu Lamard, Béatrice Cochener, Etienne Decencière, Bruno Laÿ, Agnès Chabouis, Christian Roux, Guy Cazuguel
2012	—	`conf`	A Polynomial Model of Surgical Gestures for Real-Time Retrieval of Surgery Videos. MCBR-CDS Gwenolé Quellec, Mathieu Lamard, Zakarya Droueche, Béatrice Cochener, Christian Roux, Guy Cazuguel
2012	B	`conf`	A general framework for detecting diabetic retinopathy lesions in eye fundus images. CBMS Gwenolé Quellec, Mathieu Lamard, Béatrice Cochener, Christian Roux, Guy Cazuguel, Etienne Decencière, Bruno Laÿ, Pascale Massin
2012	J	`jnl`	A multiple-instance learning framework for diabetic retinopathy screening. Medical Image Anal. Gwenolé Quellec, Mathieu Lamard, Michael D. Abràmoff, Etienne Decencière, Bruno Laÿ, Ali Erginay, Béatrice Cochener, Guy Cazuguel
2012	C	`conf`	Comprehensive wavelet-based image characterization for Content-Based Image Retrieval. CBMI Gwenolé Quellec, Mathieu Lamard, Béatrice Cochener, Christian Roux, Guy Cazuguel
2012	J	`jnl`	Fast Wavelet-Based Image Characterization for Highly Adaptive Image Retrieval. IEEE Trans. Image Process. Gwenolé Quellec, Mathieu Lamard, Guy Cazuguel, Béatrice Cochener, Christian Roux
2012	J	`jnl`	Image Change Detection Using Paradoxical Theory for Patient Follow-Up Quantitation and Therapy Assessment. IEEE Trans. Medical Imaging Simon David, Dimitris Visvikis, Gwenolé Quellec, Catherine Cheze Le Rest, Philippe Fernandez, Michèle Allard, Christian Roux, Mathieu Hatt
2012	—	`conf`	Motion-based video retrieval with application to computer-assisted retinal surgery. EMBC Zakarya Droueche, Mathieu Lamard, Guy Cazuguel, Gwenolé Quellec, Christian Roux, Béatrice Cochener
2012	J	`jnl`	Recherche en temps réel de séquences vidéo similaires par le contenu. Traitement du Signal Gwenolé Quellec, Mathieu Lamard, Guy Cazuguel, Zakarya Droueche, Béatrice Cochener, Christian Roux
2012	—	`conf`	Studying disagreements among retinal experts through image analysis. EMBC Gwenolé Quellec, Mathieu Lamard, Béatrice Cochener, Zakarya Droueche, Bruno Laÿ, Agnès Chabouis, Christian Roux, Guy Cazuguel
2012	—	`conf`	Weakly supervised classification of medical images. ISBI Gwenolé Quellec, Mathieu Laniard, Guy Cazuguel, Michael D. Abràmoff, Béatrice Cochener, Christian Roux
2011	J	`jnl`	Case Retrieval in Medical Databases by Fusing Heterogeneous Information. IEEE Trans. Medical Imaging Gwenolé Quellec, Mathieu Lamard, Guy Cazuguel, Christian Roux, Béatrice Cochener
2011	J	`jnl`	Optimal Filter Framework for Automated, Instantaneous Detection of Lesions in Retinal Images. IEEE Trans. Medical Imaging Gwenolé Quellec, Stephen R. Russell, Michael D. Abràmoff
2011	—	`conf`	Real-time retrieval of similar videos with application to computer-aided retinal surgery. EMBC Gwenolé Quellec, Mathieu Lamard, Guy Cazuguel, Zakarya Droueche, Christian Roux, Béatrice Cochener
2010	J	`jnl`	Adaptive Nonseparable Wavelet Transform via Lifting and its Application to Content-Based Image Retrieval. IEEE Trans. Image Process. Gwenolé Quellec, Mathieu Lamard, Guy Cazuguel, Béatrice Cochener, Christian Roux
2010	J	`jnl`	Medical case retrieval from a committee of decision trees. IEEE Trans. Inf. Technol. Biomed. Gwenolé Quellec, Mathieu Lamard, Lynda Bekri, Guy Cazuguel, Christian Roux, Béatrice Cochener
2010	J	`jnl`	Retinopathy Online Challenge: Automatic Detection of Microaneurysms in Digital Color Fundus Photographs. IEEE Trans. Medical Imaging Meindert Niemeijer, Bram van Ginneken, Michael J. Cree, Atsushi Mizutani, Gwenolé Quellec, Clara I. Sánchez, Bob Zhang, Roberto Hornero, Mathieu Lamard, Chisako Muramatsu, Xiangqian Wu, Guy Cazuguel, Jane You, Agustín Mayo, Qin Li, Yuji Hatanaka, Béatrice Cochener, Christian Roux, Fakhri Karray, María García, Hiroshi Fujita, Michael D. Abràmoff
2010	J	`jnl`	Three-Dimensional Analysis of Retinal Layer Texture: Identification of Fluid-Filled Regions in SD-OCT of the Macula. IEEE Trans. Medical Imaging Gwenolé Quellec, Kyungmoo Lee, Martin Dolejsi, Mona Kathryn Garvin, Michael D. Abràmoff, Milan Sonka
2010	—	`conf`	Use of a twin dataset to identify AMD-related visual patterns controlled by genetic factors. Computer-Aided Diagnosis Gwenolé Quellec, Michael D. Abràmoff, Stephen R. Russell
2010	J	`jnl`	Wavelet optimization for content-based image retrieval in medical databases. Medical Image Anal. Gwenolé Quellec, Mathieu Lamard, Guy Cazuguel, Béatrice Cochener, Christian Roux
2008	—	`conf`	Multimodal medical case retrieval using Bayesian networks and the Dezert-Smarandache theory. ISBI Gwenolé Quellec, Mathieu Lamard, Lynda Bekri, Guy Cazuguel, Christian Roux, Béatrice Cochener
2008	J	`jnl`	Optimal Wavelet Transform for the Detection of Microaneurysms in Retina Photographs. IEEE Trans. Medical Imaging Gwenolé Quellec, Mathieu Lamard, Pierre Marie Josselin, Guy Cazuguel, Béatrice Cochener, Christian Roux
2006	—	`conf`	Detection of lesions in retina photographs based on the wavelet transform. EMBC Gwenolé Quellec, Mathieu Lamard, Pierre Marie Josselin, Guy Cazuguel, Béatrice Cochener, Christian Roux