Gwenolé Quellec
Orcid: 0000-0003-1669-7140Affiliations:
- 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 92 papers
between 2006 and 2024.
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Bibliography
2024
LaTiM: Longitudinal representation learning in continuous-time models to predict disease progression.
CoRR, 2024
L-MAE: Longitudinal masked auto-encoder with time and severity-aware encoding for diabetic retinopathy progression prediction.
CoRR, 2024
A review of deep learning-based information fusion techniques for multimodal medical image classification.
Comput. Biol. Medicine, 2024
DISCOVER: 2-D multiview summarization of Optical Coherence Tomography Angiography for automatic diabetic retinopathy diagnosis.
Artif. Intell. Medicine, 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
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
IEEE Trans. Medical Imaging, 2022
CoRR, 2022
White-box Membership Attack Against Machine Learning Based Retinopathy Classification.
CoRR, 2022
CoRR, 2022
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
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
Medical Image Anal., 2021
Medical Image Anal., 2021
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
Proceedings of the Machine Learning in Medical Imaging - 12th International Workshop, 2021
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
Medical Image Anal., 2019
Automatic detection of multiple pathologies in fundus photographs using spin-off learning.
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
IET Image Process., 2018
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
Multim. Tools Appl., 2017
Monitoring tool usage in cataract surgery videos using boosted convolutional and recurrent neural networks.
CoRR, 2017
Secured Outsourced Content Based Image Retrieval Based on Encrypted Signatures Extracted From Homomorphically Encrypted Images.
CoRR, 2017
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
Proceedings of the 33rd Annual Computer Security Applications Conference, 2017
2016
IEEE Trans. Medical Imaging, 2016
Automatic detection of referral patients due to retinal pathologies through data mining.
Medical Image Anal., 2016
CoRR, 2016
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
Proceedings of the 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2016
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
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015
Proceedings of the Health Monitoring and Personalized Feedback using Multimedia Data, 2015
2014
IEEE Trans. Medical Imaging, 2014
Exudate detection in color retinal images for mass screening of diabetic retinopathy.
Medical Image Anal., 2014
Medical Image Anal., 2014
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
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014
2013
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
IEEE Trans. Image Process., 2012
Traitement du Signal, 2012
Medical Image Anal., 2012
Proceedings of the Medical Content-Based Retrieval for Clinical Decision Support, 2012
Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012
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
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
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
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
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
Proceedings of the 28th International Conference of the IEEE Engineering in Medicine and Biology Society, 2006