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Papers
Activation Matters: Test-time Activated Negative Labels for OOD Detection with Vision-Language Models
CVPR 2026
ANTS: Adaptive Negative Textual Space Shaping for OOD Detection via Test-Time MLLM Understanding and Reasoning
CVPR 2026
Complementary Label Learning with Positive Label Guessing and Negative Label Enhancement
ICLR 2025
NegRefine: Refining Negative Label-Based Zero-Shot OOD Detection
ICCV 2025
Synthesizing Near-Boundary OOD Samples for Out-of-Distribution Detection
ICCV 2025
Negative Label Guided OOD Detection with Pretrained Vision-Language Models
ICLR 2024