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cs.CV2026
Activation Matters: Test-time Activated Negative Labels for OOD Detection with Vision-Language Models
Yabin Zhang, Maya Varma, Yunhe Gao +4
Out-of-distribution (OOD) detection aims to identify samples that deviate from in-distribution (ID). One popular pipeline addresses this by introducing negative labels distant from…
cs.CV2026
A Proposal-Free Query-Guided Network for Grounded Multimodal Named Entity Recognition
Hongbing Li, Jiamin Liu, Shuo Zhang +1
Grounded Multimodal Named Entity Recognition (GMNER) identifies named entities, including their spans and types, in natural language text and grounds them to the corresponding regi…