3 papers
cs.CV2025
ViLU: Learning Vision-Language Uncertainties for Failure Prediction
Marc Lafon, Yannis Karmim, Julio Silva-RodrÃguez +6
Reliable Uncertainty Quantification (UQ) and failure prediction remain open challenges for Vision-Language Models (VLMs). We introduce ViLU, a new Vision-Language Uncertainty quant…
cs.CV2025
Full Conformal Adaptation of Medical Vision-Language Models
Julio Silva-RodrÃguez, Leo Fillioux, Paul-Henry Cournède +4
Vision-language models (VLMs) pre-trained at large scale have shown unprecedented transferability capabilities and are being progressively integrated into medical image analysis. A…
cs.CV2025
Conformal Prediction for Zero-Shot Models
Julio Silva-RodrÃguez, Ismail Ben Ayed, Jose Dolz
Vision-language models pre-trained at large scale have shown unprecedented adaptability and generalization to downstream tasks. Although its discriminative potential has been widel…