3 papers
cs.CV2026
Not All Layers Are Equal: Dynamic Layer Routing for Reliable CLIP OOD Detection
Ignacio M. De la Jara, Cristian Rodriguez-Opazo, Damith Ranasinghe
Information aggregation across model layers are revealed to improve OOD detection. In contrast to crafting a method for layer-wise information aggregation in recent work, we invest…
cs.CV2026
Queries Knew More Than We Thought: Uncovering Latent Knowledge in Segmentation Models
Ignacio M. De la Jara, Cristian Rodriguez-Opazo, Damith Ranasinghe
Modern segmenters often fail after the expensive computation has already been done: a useful mask is present among the model's query-conditioned candidates, but the deployed select…
cs.CV2026
Representation Trajectories Matters: Complementary Evidence for OOD Detection and Image Classification
Ignacio M. De la Jara, Cristian Rodriguez-Opazo, Hamed Damirchi +2
Vision models do not form a representation at once; each block revises it. We ask whether the resulting computation path contains evidence that the final representation discards, a…