Easy—Ensemble Augmented-Shot-Y-Shaped Learning: State-of-the-Art Few-Shot Classification with Simple Components
Bendou, Yassir, Hu, Yuqing, Lafargue, Raphael, Lioi, Giulia, Pasdeloup, Bastien, Pateux, Stéphane, Gripon, Vincent
Published in Journal of imaging (24.06.2022)
Published in Journal of imaging (24.06.2022)
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Journal Article
LLM meets Vision-Language Models for Zero-Shot One-Class Classification
Bendou, Yassir, Lioi, Giulia, Bastien Pasdeloup, Mauch, Lukas, Hacene, Ghouthi Boukli, Cardinaux, Fabien, Gripon, Vincent
Published in arXiv.org (02.04.2024)
Published in arXiv.org (02.04.2024)
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Few and Fewer: Learning Better from Few Examples Using Fewer Base Classes
Lafargue, Raphael, Bendou, Yassir, Bastien Pasdeloup, Jean-Philippe Diguet, Reid, Ian, Gripon, Vincent, Valmadre, Jack
Published in arXiv.org (29.01.2024)
Published in arXiv.org (29.01.2024)
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Disambiguation of One-Shot Visual Classification Tasks: A Simplex-Based Approach
Bendou, Yassir, Lucas Drumetz, Gripon, Vincent, Lioi, Giulia, Bastien Pasdeloup
Published in arXiv.org (16.01.2023)
Published in arXiv.org (16.01.2023)
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Inferring Latent Class Statistics from Text for Robust Visual Few-Shot Learning
Bendou, Yassir, Gripon, Vincent, Bastien Pasdeloup, Lioi, Giulia, Mauch, Lukas, Cardinaux, Fabien, Hacene, Ghouthi Boukli
Published in arXiv.org (24.11.2023)
Published in arXiv.org (24.11.2023)
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EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients
Bendou, Yassir, Hu, Yuqing, Lafargue, Raphael, Lioi, Giulia, Bastien Pasdeloup, Pateux, Stéphane, Gripon, Vincent
Published in arXiv.org (07.02.2022)
Published in arXiv.org (07.02.2022)
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A Statistical Model for Predicting Generalization in Few-Shot Classification
Bendou, Yassir, Gripon, Vincent, Pasdeloup, Bastien, Lioi, Giulia, Mauch, Lukas, Uhlich, Stefan, Cardinaux, Fabien, Hacene, Ghouthi Boukli, Garcia, Javier Alonso
Published in 2023 31st European Signal Processing Conference (EUSIPCO) (04.09.2023)
Published in 2023 31st European Signal Processing Conference (EUSIPCO) (04.09.2023)
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Conference Proceeding
A Statistical Model for Predicting Generalization in Few-Shot Classification
Bendou, Yassir, Gripon, Vincent, Bastien Pasdeloup, Mauch, Lukas, Uhlich, Stefan, Cardinaux, Fabien, Hacene, Ghouthi Boukli, Javier Alonso Garcia
Published in arXiv.org (28.03.2023)
Published in arXiv.org (28.03.2023)
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