no code implementations • 14 May 2024 • Maxime Fuccellaro, Laurent Simon, Akka Zemmari
This paper targets at detecting drift when the ground truth is unknown during the detection phase.
no code implementations • 6 Apr 2021 • Meghna P Ayyar, Jenny Benois-Pineau, Akka Zemmari
Given the task of image classification and a trained CNN, this work aims to provide a comprehensive and detailed overview of a set of methods that can be used to create explanation maps for a particular image, that assign an importance score to each pixel of the image based on its contribution to the decision of the network.
2 code implementations • Tenth International Conference on Image Processing Theory, Tools and Applications 2020 • Kazi Ahmed Asif Fuad, Pierre-Etienne Martin (1, 2), Romain Giot, Romain Bourqui, Jenny Benois-Pineau, Akka Zemmari
Features visualization is performed at the RGB and Optical flow branches of the network.
no code implementations • 12 Jun 2020 • Miltiadis Poursanidis, Jenny Benois-Pineau, Akka Zemmari, Boris Mansenca, Aymar de Rugy
In many real-life tasks of application of supervised learning approaches, all the training data are not available at the same time.