Conference
Open access
Sep 2026
Open-Set Test-Time Adaptation in VLMs via Noise-Immune Self-Purification
Noise-Immune Self-Purification (NISP) constructs a noise-immune fine-grained adaptation where the adapter enforces consensus-discrepancy constraints to refine coarse pseudo-labels and suppress noise propagation, and devise the Jaccard Consistency Score for OOD discrimination.
Ming-Xu Feng, Feng-Qiang Wan, Yang Yang
· Proceedings of the Thirty-Fi... · 0 citations