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1. KRNFT KRNFT Public

   (ACM MM 2025 Oral) Knowledge Regularized Negative Feature Tuning of Vision-Language Models for Out-of-Distribution Detection

   Python 10

2. ANTS ANTS Public

   (CVPR2026 Oral) ANTS: Adaptive Negative Textual Space Shaping for OOD Detection via Test-Time MLLM Understanding and Reasoning

   Python 53 1

3. DDE DDE Public

   (ECCV2026) Dual Distribution Estimation for Zero-shot Noisy Test-Time Adaptation with VLMs

   14

4. PolyU-VCLab/OpenOOD-VLM PolyU-VCLab/OpenOOD-VLM Public

   ECCV24, NeurIPS24, CVPR26*2, ECCV26, Benchmarking Generalized Out-of-Distribution Detection with Vision-Language Models

   Python 38 7