Publications

2025

1. AAAI (Oral)

   

   SAGA: Learning Signal-Aligned Distributions for Improved Text-to-Image Generation

   Paul Grimal, Michaël Soumm, Hervé Le Borgne, and 2 more authors

   2025

   arXiv Bib HTML

   @article{grimal2025saga,
     title = {SAGA: Learning Signal-Aligned Distributions for Improved Text-to-Image Generation},
     author = {Grimal, Paul and Soumm, Michaël and Borgne, Hervé Le and Ferret, Olivier and Sugimoto, Akihiro},
     year = {2025},
     eprint = {2508.13866},
     archiveprefix = {arXiv},
     primaryclass = {cs.CV},
     url = {https://arxiv.org/abs/2508.13866}
   }

2. WACV

   

   Fairer analysis and demographically balanced face generation for fairer face verification

   Alexandre Fournier-Montgieux, Michaël Soumm, Adrian Popescu, and 2 more authors

   arXiv preprint arXiv:2412.03349, 2025

   arXiv Bib Code

   @article{fournier2024fairer,
     title = {Fairer analysis and demographically balanced face generation for fairer face verification},
     author = {Fournier-Montgieux, Alexandre and Soumm, Micha{\"e}l and Popescu, Adrian and Luvison, Bertrand and Borgne, Herv{\'e} Le},
     journal = {arXiv preprint arXiv:2412.03349},
     year = {2025}
   }

2024

1. preprint

   

   Quantifying User Coherence: A Unified Framework for Cross-Domain Recommendation Analysis

   Michaël Soumm, Alexandre Fournier-Montgieux, Adrian Popescu, and 1 more author

   arXiv preprint arXiv:2410.02453, 2024

   arXiv Bib

   @article{soumm2024quantifying,
     title = {Quantifying User Coherence: A Unified Framework for Cross-Domain Recommendation Analysis},
     author = {Soumm, Micha{\"e}l and Fournier-Montgieux, Alexandre and Popescu, Adrian and Delezoide, Bertrand},
     journal = {arXiv preprint arXiv:2410.02453},
     year = {2024}
   }

2. WACV

   

   An analysis of initial training strategies for exemplar-free class-incremental learning

   Grégoire Petit, Michaël Soumm, Eva Feillet, and 4 more authors

   In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2024

   arXiv Bib

   @inproceedings{petit2024analysis,
     title = {An analysis of initial training strategies for exemplar-free class-incremental learning},
     author = {Petit, Gr{\'e}goire and Soumm, Micha{\"e}l and Feillet, Eva and Popescu, Adrian and Delezoide, Bertrand and Picard, David and Hudelot, C{\'e}line},
     booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision},
     pages = {1837--1847},
     year = {2024}
   }

2023

1. WACV

   

   Vis2Rec: A Large-Scale Visual Dataset for Visit Recommendation

   Michaël Soumm, Adrian Popescu, and Bertrand Delezoide

   In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2023

   Bib

   @inproceedings{soumm2023vis2rec,
     title = {Vis2Rec: A Large-Scale Visual Dataset for Visit Recommendation},
     author = {Soumm, Micha{\"e}l and Popescu, Adrian and Delezoide, Bertrand},
     booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision},
     pages = {2987--2997},
     year = {2023}
   }