no code implementations • 7 Aug 2023 • Mohammed Lansari, Reda Bellafqira, Katarzyna Kapusta, Vincent Thouvenot, Olivier Bettan, Gouenou Coatrieux
Most existing works have focused on watermarking in a centralized manner, but only a few methods have been designed for FL and its unique constraints.
no code implementations • 30 May 2022 • Mounia Hamidouche, Reda Bellafqira, Gwenolé Quellec, Gouenou Coatrieux
From a privacy perspective in our use case where a diabetic retinopathy classification model is given to partners that have at their disposal images along with patients' identifiers, inferring the membership status of a data sample can help to state if a patient has contributed or not to the training of the model.
no code implementations • 27 Feb 2020 • Yutong Yan, Pierre-Henri Conze, Gwenolé Quellec, Mathieu Lamard, Béatrice Cochener, Gouenou Coatrieux
In this work, we present a two-stage multi-scale pipeline that provides accurate mass contours from high-resolution full mammograms.
no code implementations • 18 Oct 2016 • Katia Charrière, Gwenolé Quellec, Mathieu Lamard, David Martiano, Guy Cazuguel, Gouenou Coatrieux, Béatrice Cochener
The automatic analysis of the surgical process, from videos recorded during surgeries, could be very useful to surgeons, both for training and for acquiring new techniques.