A
Agnès Chabouis
Publications - 8
Citations - 916
Agnès Chabouis is an academic researcher. The author has contributed to research in topics: Teleophthalmology & Image processing. The author has an hindex of 6, co-authored 8 publications receiving 705 citations.
Papers
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Journal ArticleDOI
TeleOphta: Machine learning and image processing methods for teleophthalmology
Etienne Decencière,Guy Cazuguel,Guy Cazuguel,Xiwei Zhang,Guillaume Thibault,J.-C. Klein,Fernand Meyer,Beatriz Marcotegui,Gwenole Quellec,Mathieu Lamard,Ronan Danno,D. Elie,Pascale Massin,Z. Viktor,Ali Erginay,B. Laÿ,Agnès Chabouis +16 more
TL;DR: In this paper, a complete prototype for the automatic detection of normal examinations on a teleophthalmology network for diabetic retinopathy screening is presented, which combines pathological pattern mining methods, with specific lesion detection methods, to extract information from the images.
Iconography : TeleOphta: Machine learning and image processing methods for teleophthalmology
E Decencière,Guy Cazuguel,Xiwei Zhang,Guillaume Thibault,J.-C. Klein,F Meyer,B Marcotegui,Gwenole Quellec,M Lamard,Ronan Danno,D. Elie,P Massin,Z. Viktor,A Erginay,B. Laÿ,Agnès Chabouis +15 more
TL;DR: A complete prototype for the automatic detection of normal examinations on a teleophthalmology network for diabetic retinopathy screening is presented, which combines pathological pattern mining methods with specific lesion detection methods to extract information from the images.
Journal ArticleDOI
Exudate detection in color retinal images for mass screening of diabetic retinopathy
Xiwei Zhang,Guillaume Thibault,Etienne Decencière,Beatriz Marcotegui,Bruno Lay,Ronan Danno,Guy Cazuguel,Gwenole Quellec,Mathieu Lamard,Pascale Massin,Agnès Chabouis,Zeynep Victor,Ali Erginay +12 more
TL;DR: New preprocessing methods are proposed, which perform not only normalization and denoising tasks, but also detect reflections and artifacts in the image, and a random forest algorithm is used to detect the exudates among the candidates.
Journal ArticleDOI
Automatic detection of referral patients due to retinal pathologies through data mining
Gwenole Quellec,Mathieu Lamard,Ali Erginay,Agnès Chabouis,Pascale Massin,Béatrice Cochener,Guy Cazuguel,Guy Cazuguel +7 more
TL;DR: A variation on usual data mining algorithms, originally designed to mine static data, is proposed so that contextual and visual data at adaptive granularity levels can be mined.
Proceedings Article
Spatial normalization of eye fundus images
Xiwei Zhang,Guillaume Thibault,Etienne Decencière,Gwenole Quellec,Guy Cazuguel,Ali Erginay,Pascale Massin,Agnès Chabouis +7 more
TL;DR: The presented work focuses on the spatial normalization of color eye fundus images collected by the TeleOphta project, and proposes to use the diameter of the field of view in images as a size invariant.