2 papers
cs.CV2026
PRiSM: Prototype Regularization for Few-Shot VLMs
Ghassen Baklouti, Omprakash Chakraborty, Jose Dolz +1
Training-free few-shot adaptation methods have gained significant attention recently in the context of Vision-language Models (VLMs). Yet, current benchmarks rely on strong assumpt…
cs.CV2025
Language-Aware Information Maximization for Transductive Few-Shot CLIP
Ghassen Baklouti, Maxime Zanella, Ismail Ben Ayed
Transductive few-shot learning has triggered an abundant literature focusing on vision-only models, but is still at a nascent stage within the recent context of foundational vision…