4 papers · 1 filter
Localized Conformal Prediction for Image Classification with Vision-Language Models
Clément Fuchs, Tim Bary, Benoît Macq
Conformal predictions have attracted significant attention in the field of uncertainty quantification, mainly because of their strong marginal coverage guarantees. Full conditional…
CADS: Conformal Adaptive Decision System for Cost-Efficient Image Classification
Mikael Turkoglu, Tim Bary, Vincent Thielens +2
While high-capacity AI models have advanced state-of-the-art performance, their practical deployment is often hindered by high inference costs, environmental impact, and a "one-siz…
Data-Efficient Stream-Based Active Distillation for Scalable Edge Model Deployment
Dani Manjah, Tim Bary, Benoît Gérin +2
Edge camera-based systems are continuously expanding, facing ever-evolving environments that require regular model updates. In practice, complex teacher models are run on a central…
Conformal Predictions for Human Action Recognition with Vision-Language Models
Bary Tim, Fuchs Clément, Macq Benoît
Human-in-the-Loop (HITL) systems are essential in high-stakes, real-world applications where AI must collaborate with human decision-makers. This work investigates how Conformal Pr…