| Paper | Code | AUROC | FPR95 | ModelName | ReleaseDate |
|---|---|---|---|---|---|
| UNI-OOD: Unified Object- and Image-level Out-of-Distribution Detection via Cross-Context Attentive Vision-Language Modeling | 96.52 | 16.91 | UNI-OOD | 2026-06-03 | |
| Local-Prompt: Extensible Local Prompts for Few-Shot Out-of-Distribution Detection | ✓ Link | 92.29 | 34.5 | Local-Prompt+LoCoOp (16-shot) (extra data) | 2024-09-07 |
| Learning Transferable Negative Prompts for Out-of-Distribution Detection | ✓ Link | 91.6 | 35.21 | NegPrompt (CLIP-B/16, Full) | 2024-04-04 |
| LoCoOp: Few-Shot Out-of-Distribution Detection via Prompt Learning | ✓ Link | 91.32 | 40.23 | LoCoOp MCM (16-shot) (extra data) | 2023-06-02 |
| Overcoming Shortcut Problem in VLM for Robust Out-of-Distribution Detection | ✓ Link | 91.13 | 41.26 | OSPCoOp (ViT-B/16, 16-shot) | 2025-06-11 |
| STAR: Test-Time Adaptation Can Enhance Universal Prompt Learning for Vision-Language Models | 89.98 | 41.54 | STAR L (16-shot) | 2026-06-03 |