EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients. - Yassir Bendou; Yuqing Hu 001; Raphaël Lafargue; Giulia Lioi; Bastien Pasdeloup; Stéphane Pateux; Vincent Gripon (CoRR, 2022)

A Statistical Model for Predicting Generalization in Few-Shot Classification. - Yassir Bendou; Vincent Gripon; Bastien Pasdeloup; Lukas Mauch; Stefan Uhlich; Fabien Cardinaux; Ghouthi Boukli Hacene; Javier Alonso García (CoRR, 2022)

Easy - Ensemble Augmented-Shot-Y-Shaped Learning: State-of-the-Art Few-Shot Classification with Simple Components. - Yassir Bendou; Yuqing Hu 001; Raphaël Lafargue; Giulia Lioi; Bastien Pasdeloup; Stéphane Pateux; Vincent Gripon (J. Imaging, 2022)

A Statistical Model for Predicting Generalization in Few-Shot Classification. - Yassir Bendou; Vincent Gripon; Bastien Pasdeloup; Giulia Lioi; Lukas Mauch; Stefan Uhlich; Fabien Cardinaux; Ghouthi Boukli Hacene; Javier Alonso García (EUSIPCO, 2023)

Disambiguation of One-Shot Visual Classification Tasks: A Simplex-Based Approach. - Yassir Bendou; Lucas Drumetz; Vincent Gripon; Giulia Lioi; Bastien Pasdeloup (CoRR, 2023)

Inferring Latent Class Statistics from Text for Robust Visual Few-Shot Learning. - Yassir Bendou; Vincent Gripon; Bastien Pasdeloup; Giulia Lioi; Lukas Mauch; Fabien Cardinaux; Ghouthi Boukli Hacene (CoRR, 2023)

FICUS: Few-Shot Image Classification with Unsupervised Segmentation. - Jonathan Lys; Frédéric Lin; Clément Béliveau; Jules Decaestecker; Yassir Bendou; Aymane Abdali; Bastien Pasdeloup (EUSIPCO, 2024)

Few and Fewer: Learning Better from Few Examples Using Fewer Base Classes. - Raphaël Lafargue; Yassir Bendou; Bastien Pasdeloup; Jean-Philippe Diguet; Ian D. Reid 001; Vincent Gripon; Jack Valmadre (CoRR, 2024)

LLM meets Vision-Language Models for Zero-Shot One-Class Classification. - Yassir Bendou; Giulia Lioi; Bastien Pasdeloup; Lukas Mauch; Ghouthi Boukli Hacene; Fabien Cardinaux; Vincent Gripon (CoRR, 2024)

A data modeling perspective on few-shot image classification. (Une perspective de modélisation des données sur la classification d'images avec peu d'exemples). - Yassir Bendou (2024)

ProKeR: A Kernel Perspective on Few-Shot Adaptation of Large Vision-Language Models. - Yassir Bendou; Amine Ouasfi; Vincent Gripon; Adnane Boukhayma (CVPR, 2025)