PARTICUL: Part Identification with Confidence Measure Using Unsupervised Learning. - Romain Xu-Darme; Georges Quénot; Zakaria Chihani; Marie-Christine Rousset (ICPR Workshops (3), 2022)

On the stability, correctness and plausibility of visual explanation methods based on feature importance. - Romain Xu-Darme; Jenny Benois-Pineau; Romain Giot; Georges Quénot; Zakaria Chihani; Marie-Christine Rousset; Alexey Zhukov (CBMI, 2023)

Sanity checks for patch visualisation in prototype-based image classification. - Romain Xu-Darme; Georges Quénot; Zakaria Chihani; Marie-Christine Rousset (CVPR Workshops, 2023)

Contextualised Out-of-Distribution Detection Using Pattern Identification. - Romain Xu-Darme; Julien Girard-Satabin; Darryl Hond; Gabriele Incorvaia; Zakaria Chihani (SAFECOMP Workshops, 2023)

Sanity checks and improvements for patch visualisation in prototype-based image classification. - Romain Xu-Darme; Georges Quénot; Zakaria Chihani; Marie-Christine Rousset (CoRR, 2023)

Interpretable Out-Of-Distribution Detection Using Pattern Identification. - Romain Xu-Darme; Julien Girard-Satabin; Darryl Hond; Gabriele Incorvaia; Zakaria Chihani (CoRR, 2023)

Contextualised Out-of-Distribution Detection using Pattern Identication. - Romain Xu-Darme; Julien Girard-Satabin; Darryl Hond; Gabriele Incorvaia; Zakaria Chihani (CoRR, 2023)

Algorithms and evaluation metrics for improving trust in machine learning : application to visual object recognition. (Algorithmes et métriques d'évaluation pour la confiance dans les systèmes utilisant l'apprentissage machine : application à la reconnaissance visuelle d'objets). - Romain Xu-Darme (2023)

CaBRNet, An Open-Source Library For Developing And Evaluating Case-Based Reasoning Models. - Romain Xu-Darme; Aymeric Varasse; Alban Grastien; Julien Girard-Satabin; Zakaria Chihani (xAI (Late-breaking Work, Demos, Doctoral Consortium), 2024)

CaBRNet, an open-source library for developing and evaluating Case-Based Reasoning Models. - Romain Xu-Darme; Aymeric Varasse; Alban Grastien; Julien Girard; Zakaria Chihani (CoRR, 2024)