Gwenolé Quellec

Orcid: 0000-0003-1669-7140

Affiliations:
  • Inserm, Brest, France
  • University of West Brittany, France
  • University of Bern, Switzerland
  • University of Iowa, Iowa City, IA, USA
  • TELECOM Bretagne, Brest, France (PhD 2008)


According to our database1, Gwenolé Quellec authored at least 90 papers between 2006 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

Book 
In proceedings 
Article 
PhD thesis 
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Links

Online presence:

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Bibliography

2024
L-MAE: Longitudinal masked auto-encoder with time and severity-aware encoding for diabetic retinopathy progression prediction.
CoRR, 2024

Generalizing deep learning models for medical image classification.
CoRR, 2024

DISCOVER: 2-D Multiview Summarization of Optical Coherence Tomography Angiography for Automatic Diabetic Retinopathy Diagnosis.
CoRR, 2024

2023
LMT: Longitudinal Mixing Training, a Framework to Predict Disease Progression from a Single Image.
Proceedings of the Machine Learning in Medical Imaging - 14th International Workshop, 2023

Longitudinal Self-supervised Learning Using Neural Ordinary Differential Equation.
Proceedings of the Predictive Intelligence in Medicine - 6th International Workshop, 2023

Automated Detection of Myopic Maculopathy in MMAC 2023: Achievements in Classification, Segmentation, and Spherical Equivalent Prediction.
Proceedings of the Myopic Maculopathy Analysis, 2023

Improved Automatic Diabetic Retinopathy Severity Classification Using Deep Multimodal Fusion of UWF-CFP and OCTA Images.
Proceedings of the Ophthalmic Medical Image Analysis - 10th International Workshop, 2023

Federated Learning for Diabetic Retinopathy Detection in a Multi-center Fundus Screening Network.
Proceedings of the 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2023

2022
ADAM Challenge: Detecting Age-Related Macular Degeneration From Fundus Images.
IEEE Trans. Medical Imaging, 2022

Multimodal Information Fusion for Glaucoma and DR Classification.
CoRR, 2022

Detection of diabetic retinopathy using longitudinal self-supervised learning.
CoRR, 2022

White-box Membership Attack Against Machine Learning Based Retinopathy Classification.
CoRR, 2022

ADAM Challenge: Detecting Age-related Macular Degeneration from Fundus Images.
CoRR, 2022

Detection of Diabetic Retinopathy Using Longitudinal.
Proceedings of the Ophthalmic Medical Image Analysis - 9th International Workshop, 2022

Joint nnU-Net and Radiomics Approaches for Segmentation and Prognosis of Head and Neck Cancers with PET/CT Images.
Proceedings of the Head and Neck Tumor Segmentation and Outcome Prediction, 2022

Segmentation, Classification, and Quality Assessment of UW-OCTA Images for the Diagnosis of Diabetic Retinopathy.
Proceedings of the Mitosis Domain Generalization and Diabetic Retinopathy Analysis, 2022

Multimodal Information Fusion for Glaucoma and Diabetic Retinopathy Classification.
Proceedings of the Ophthalmic Medical Image Analysis - 9th International Workshop, 2022

Mapping the Ocular Surface from Monocular Videos with an Application to Dry Eye Disease Grading.
Proceedings of the Ophthalmic Medical Image Analysis - 9th International Workshop, 2022

2021


Towards improved breast mass detection using dual-view mammogram matching.
Medical Image Anal., 2021

ExplAIn: Explanatory artificial intelligence for diabetic retinopathy diagnosis.
Medical Image Anal., 2021

CaDIS: Cataract dataset for surgical RGB-image segmentation.
Medical Image Anal., 2021

Retinal Fundus Multi-Disease Image Dataset (RFMiD): A Dataset for Multi-Disease Detection Research.
Data, 2021

Longitudinal Detection of Diabetic Retinopathy Early Severity Grade Changes Using Deep Learning.
Proceedings of the Ophthalmic Medical Image Analysis - 8th International Workshop, 2021

Deep Active Learning for Dual-View Mammogram Analysis.
Proceedings of the Machine Learning in Medical Imaging - 12th International Workshop, 2021

Two-Stage Multi-Scale Mass Segmentation From Full Mammograms.
Proceedings of the 18th IEEE International Symposium on Biomedical Imaging, 2021

2020
Automatic detection of rare pathologies in fundus photographs using few-shot learning.
Medical Image Anal., 2020

Two-stage breast mass detection and segmentation system towards automated high-resolution full mammogram analysis.
CoRR, 2020

Multi-tasking Siamese Networks for Breast Mass Detection Using Dual-View Mammogram Matching.
Proceedings of the Machine Learning in Medical Imaging - 11th International Workshop, 2020

2019
CATARACTS: Challenge on automatic tool annotation for cataRACT surgery.
Medical Image Anal., 2019

Unsupervised learning-based long-term superpixel tracking.
Image Vis. Comput., 2019

Automatic detection of multiple pathologies in fundus photographs using spin-off learning.
CoRR, 2019

Instant automatic diagnosis of diabetic retinopathy.
CoRR, 2019

CaDIS: Cataract Dataset for Image Segmentation.
CoRR, 2019

Cascaded multi-scale convolutional encoder-decoders for breast mass segmentation in high-resolution mammograms.
Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2019

2018
Monitoring tool usage in surgery videos using boosted convolutional and recurrent neural networks.
Medical Image Anal., 2018

Anomaly classification in digital mammography based on multiple-instance learning.
IET Image Process., 2018

Robust Supervoxel Matching Combining Mid-Level Spectral and Context-Rich Features.
Proceedings of the Patch-Based Techniques in Medical Imaging, 2018

Optical flow estimation in ocular endoscopy videos using flownet on simulated endoscopy data.
Proceedings of the 15th IEEE International Symposium on Biomedical Imaging, 2018

Long-term superpixel tracking using unsupervised learning and multi-step integration.
Proceedings of the 4th International Conference on Advanced Technologies for Signal and Image Processing, 2018

2017
Real-time analysis of cataract surgery videos using statistical models.
Multim. Tools Appl., 2017

Deep image mining for diabetic retinopathy screening.
Medical Image Anal., 2017

Monitoring tool usage in cataract surgery videos using boosted convolutional and recurrent neural networks.
CoRR, 2017

Sharing Data Homomorphically Encrypted with Different Encryption Keys.
CoRR, 2017

Secured Outsourced Content Based Image Retrieval Based on Encrypted Signatures Extracted From Homomorphically Encrypted Images.
CoRR, 2017

Smart data augmentation for surgical tool detection on the surgical tray.
Proceedings of the 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2017

Surgical tool detection in cataract surgery videos through multi-image fusion inside a convolutional neural network.
Proceedings of the 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2017

Proxy Re-Encryption Based on Homomorphic Encryption.
Proceedings of the 33rd Annual Computer Security Applications Conference, 2017

2016
Multiple-Instance Learning for Anomaly Detection in Digital Mammography.
IEEE Trans. Medical Imaging, 2016

Automatic detection of referral patients due to retinal pathologies through data mining.
Medical Image Anal., 2016

Coarse-to-fine Surgical Instrument Detection for Cataract Surgery Monitoring.
CoRR, 2016

Automatic Detection of Suspicious Lesions in Digital X-ray Mammograms.
Proceedings of the Advances in Ubiquitous Networking 2 - Proceedings of the UNet'16, Casablanca, Morocco, May 30, 2016

Mapping the retinas of a patient using a mixed set of fundus photographs from both eyes.
Proceedings of the 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2016

An end to end secure CBIR over encrypted medical database.
Proceedings of the 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2016

Real-time multilevel sequencing of cataract surgery videos.
Proceedings of the 14th International Workshop on Content-Based Multimedia Indexing, 2016

2015
Real-Time Task Recognition in Cataract Surgery Videos Using Adaptive Spatiotemporal Polynomials.
IEEE Trans. Medical Imaging, 2015

Multiple-instance learning for breast cancer detection in mammograms.
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015

Content-based image retrieval in homomorphic encryption domain.
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015

Multimedia Information Retrieval from Ophthalmic Digital Archives.
Proceedings of the Health Monitoring and Personalized Feedback using Multimedia Data, 2015

2014
Real-Time Segmentation and Recognition of Surgical Tasks in Cataract Surgery Videos.
IEEE Trans. Medical Imaging, 2014

Exudate detection in color retinal images for mass screening of diabetic retinopathy.
Medical Image Anal., 2014

Real-time recognition of surgical tasks in eye surgery videos.
Medical Image Anal., 2014

Normalizing videos of anterior eye segment surgeries.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

Estimating maximal measurable performance for automated decision systems from the characteristics of the reference standard. application to diabetic retinopathy screening.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

Automated surgical step recognition in normalized cataract surgery videos.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

2013
Multimedia data mining for automatic diabetic retinopathy screening.
Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

Mass segmentation in mammograms by using Bidimensional Emperical Mode Decomposition BEMD.
Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

2012
Image Change Detection Using Paradoxical Theory for Patient Follow-Up Quantitation and Therapy Assessment.
IEEE Trans. Medical Imaging, 2012

Fast Wavelet-Based Image Characterization for Highly Adaptive Image Retrieval.
IEEE Trans. Image Process., 2012

Recherche en temps réel de séquences vidéo similaires par le contenu.
Traitement du Signal, 2012

A multiple-instance learning framework for diabetic retinopathy screening.
Medical Image Anal., 2012

A Polynomial Model of Surgical Gestures for Real-Time Retrieval of Surgery Videos.
Proceedings of the Medical Content-Based Retrieval for Clinical Decision Support, 2012

Weakly supervised classification of medical images.
Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012

Studying disagreements among retinal experts through image analysis.
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012

Motion-based video retrieval with application to computer-assisted retinal surgery.
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012

A general framework for detecting diabetic retinopathy lesions in eye fundus images.
Proceedings of CBMS 2012, 2012

Comprehensive wavelet-based image characterization for Content-Based Image Retrieval.
Proceedings of the 10th International Workshop on Content-Based Multimedia Indexing, 2012

2011
Optimal Filter Framework for Automated, Instantaneous Detection of Lesions in Retinal Images.
IEEE Trans. Medical Imaging, 2011

Case Retrieval in Medical Databases by Fusing Heterogeneous Information.
IEEE Trans. Medical Imaging, 2011

Real-time retrieval of similar videos with application to computer-aided retinal surgery.
Proceedings of the 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2011

2010
Three-Dimensional Analysis of Retinal Layer Texture: Identification of Fluid-Filled Regions in SD-OCT of the Macula.
IEEE Trans. Medical Imaging, 2010

Retinopathy Online Challenge: Automatic Detection of Microaneurysms in Digital Color Fundus Photographs.
IEEE Trans. Medical Imaging, 2010

Medical case retrieval from a committee of decision trees.
IEEE Trans. Inf. Technol. Biomed., 2010

Adaptive Nonseparable Wavelet Transform via Lifting and its Application to Content-Based Image Retrieval.
IEEE Trans. Image Process., 2010

Wavelet optimization for content-based image retrieval in medical databases.
Medical Image Anal., 2010

Use of a twin dataset to identify AMD-related visual patterns controlled by genetic factors.
Proceedings of the Medical Imaging 2010: Computer-Aided Diagnosis, 2010

2008
Optimal Wavelet Transform for the Detection of Microaneurysms in Retina Photographs.
IEEE Trans. Medical Imaging, 2008

Multimodal medical case retrieval using Bayesian networks and the Dezert-Smarandache theory.
Proceedings of the 2008 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2008

2006
Detection of lesions in retina photographs based on the wavelet transform.
Proceedings of the 28th International Conference of the IEEE Engineering in Medicine and Biology Society, 2006


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