Out-of-Distribution Detection on Textures Far-OOD
10.5FPR95Immuno-VLM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Immuno-VLMBackbone=CLIP-ViT-L/14, Protocol=Generative / Training-based2026.05 | 10.5 | 94.3 | |
| Immuno-VLMBackbone=CLIP-ViT-B/16, Protocol=Generative / Training-based2026.05 | 18.4 | 89.5 | |
| CAPsBackbone=ViT-B/162026.04 | 30.44 | 91.06 | |
| MDS++Backbone=ViT-B/162026.04 | 31.37 | 90.57 | |
| MCMBackbone=CLIP-ViT-B/16, Protocol=Zero-Shot2026.05 | 33.1 | 83.4 | |
| ASH-BBackbone=CLIP-ViT-B/16, Protocol=Post-Hoc Adaptation2026.05 | 34.2 | 82.9 | |
| RMDS++Backbone=ViT-B/162026.04 | 34.74 | 89.28 | |
| ReActBackbone=CLIP-ViT-B/16, Protocol=Post-Hoc Adaptation2026.05 | 35.6 | 82.1 | |
| Energy ScoreBackbone=CLIP-ViT-B/16, Protocol=Zero-Shot2026.05 | 38.5 | 81.2 | |
| Neg-Label (Standard AIS)Backbone=CLIP-ViT-B/16, Protocol=Generative / Training-based2026.05 | 39.5 | 80.2 | |
| CSIBackbone=CLIP-ViT-B/16, Protocol=Generative / Training-based2026.05 | 40.1 | 79.8 | |
| MSPBackbone=CLIP-ViT-B/16, Protocol=Zero-Shot2026.05 | 48.2 | 76.5 |