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Aymeric Histace
Researcher at École nationale supérieure de l'électronique et de ses applications
Publications - 126
Citations - 1807
Aymeric Histace is an academic researcher from École nationale supérieure de l'électronique et de ses applications. The author has contributed to research in topics: Active contour model & Computer science. The author has an hindex of 14, co-authored 116 publications receiving 1126 citations. Previous affiliations of Aymeric Histace include University of Angers & Centre national de la recherche scientifique.
Papers
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Journal ArticleDOI
Toward embedded detection of polyps in WCE images for early diagnosis of colorectal cancer
TL;DR: A new embeddable method for polyp detection in wireless capsule endoscopic images was developed and tested using boosting based approach that achieved good classification performance and can be implemented in situ with embedded hardware.
Journal ArticleDOI
Comparative Validation of Polyp Detection Methods in Video Colonoscopy: Results From the MICCAI 2015 Endoscopic Vision Challenge
Jorge Bernal,Nima Tajkbaksh,Francisco Javier Sánchez,Bogdan J. Matuszewski,Hao Chen,Lequan Yu,Quentin Angermann,Olivier Romain,Bjorn Rustad,Ilangko Balasingham,Konstantin Pogorelov,Sungbin Choi,Quentin Debard,Lena Maier-Hein,Stefanie Speidel,Danail Stoyanov,Patrick Brandao,Henry Córdova,Cristina Sánchez-Montes,Suryakanth R. Gurudu,Gloria Fernández-Esparrach,Xavier Dray,Jianming Liang,Aymeric Histace +23 more
TL;DR: Results show that convolutional neural networks are the state of the art in polyp detection and it is also demonstrated that combining different methodologies can lead to an improved overall performance.
Journal ArticleDOI
A neural network algorithm for detection of GI angiectasia during small-bowel capsule endoscopy
Romain Leenhardt,Pauline Vasseur,Cynthia Li,Cynthia Li,Jean Christophe Saurin,Gabriel Rahmi,Franck Cholet,Aymeric Becq,Philippe Marteau,Aymeric Histace,Xavier Dray,Xavier Dray,Sylvie Sacher-Huvelin,Farida Mesli,Chloé Leandri,Isabelle Nion-Larmurier,Stéphane Lecleire,Romain Gerard,Clotilde Duburque,Geoffroy Vanbiervliet,Xavier Amiot,Jean Philippe Le Mouel,Michel Delvaux,Pierre Jacob,Camille Simon-Shane,Olivier Romain +25 more
TL;DR: The developed CNN-based algorithm had high diagnostic performances, allowing detection of GIA in SB-CE still frames, and paves the way for future automated CNN- based SB- CE reading softwares.
Proceedings ArticleDOI
Metric Learning With HORDE: High-Order Regularizer for Deep Embeddings
TL;DR: This paper tackles the scattering problem with a distribution-aware regularization named HORDE, which enforces visually-close images to have deep features with the same distribution which are well localized in the feature space.
Book ChapterDOI
Towards Real-Time Polyp Detection in Colonoscopy Videos: Adapting Still Frame-Based Methodologies for Video Sequences Analysis
Quentin Angermann,Jorge Bernal,Cristina Sánchez-Montes,Maroua Hammami,Gloria Fernández-Esparrach,Xavier Dray,Olivier Romain,F. Javier Sánchez,Aymeric Histace +8 more
TL;DR: A strategy to adapt real-time polyps detection methods to video analysis by adding a spatio-temporal stability module and studying a combination of features to capture polyp appearance variability is proposed.