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1. OpenOOD-VLM OpenOOD-VLM Public

   Forked from YBZh/OpenOOD-VLM

   ECCV24, NeurIPS24, Benchmarking Generalized Out-of-Distribution Detection with Vision-Language Models

   Python

2. KRNFT KRNFT Public

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

   Python 10

3. ANTS ANTS Public

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

   Python 43