complementary evidence guard 1detector ranking transfer 1image classification 1intermediate layer analysis 1level and sharpness evidence 1model reliability 1out-of-distribution detection 1representation trajectories 1vision-language models 1zero-shot ood detection 1
From the 2 of 2 linked papers with an AI index.
2 papers
cs.CV2026
Level, Sharpness, and Corpus: Why Zero-Shot OOD Detector Rankings Do Not Transfer
Ignacio M. De la Jara, Cristian Rodriguez-Opazo, Stephen Gould +1
The paper shows that zero-shot out-of-distribution detector rankings do not reliably transfer across vision-language model deployments and proposes a detector-agnostic wrapper, the…
cs.CV2026
Representation Trajectories Matters: Complementary Evidence for OOD Detection and Image Classification
Ignacio M. De la Jara, Cristian Rodriguez-Opazo, Hamed Damirchi +2
The paper investigates how the step‑by‑step changes in a vision model’s internal representations (representation trajectories) can be used to improve out‑of‑distribution detection…