| Paper | Code | AUROC | FPR95 | ModelName | ReleaseDate |
|---|---|---|---|---|---|
| UNI-OOD: Unified Object- and Image-level Out-of-Distribution Detection via Cross-Context Attentive Vision-Language Modeling | 99.16 | 4.92 | UNI-OOD | 2026-06-03 | |
| STAR: Test-Time Adaptation Can Enhance Universal Prompt Learning for Vision-Language Models | 99.14 | 3.85 | STAR L (16-shot) | 2026-06-03 | |
| Learning Transferable Negative Prompts for Out-of-Distribution Detection | ✓ Link | 98.73 | 6.32 | NegPrompt (CLIP-B/16, Full) | 2024-04-04 |
| Local-Prompt: Extensible Local Prompts for Few-Shot Out-of-Distribution Detection | ✓ Link | 98.10 | Local-Prompt (16-shot) (extra data) | 2024-09-07 | |
| Overcoming Shortcut Problem in VLM for Robust Out-of-Distribution Detection | ✓ Link | 97.13 | 15.25 | OSPCoOp (ViT-B/16, 16-shot) | 2025-06-11 |
| LoCoOp: Few-Shot Out-of-Distribution Detection via Prompt Learning | ✓ Link | 96.86 | 16.05 | LoCoOp GL-MCM (16-shot) (extra data) | 2023-06-02 |