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attention analysis 1patch-level semantics 1training-free methods 1vision-language models 1zero-shot segmentation 1

From the 1 of 1 linked paper with an AI index.

collaborators

1 paper

cs.CV2026

TraceCLIP: Recovering Local Semantics from Patch-to-CLS Contributions

Xinran Liu, Shouqian Shi, Yutong Chen +3

The paper presents TraceCLIP, a training‑free method that extracts patch‑level semantic information from CLIP's CLS attention output to improve zero‑shot dense vision‑language task…