Out-of-Distribution Detection on ImageNet-O Near-OOD
88.7AUROCImmuno-VLM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Immuno-VLMBackbone=CLIP-ViT-L/14, Protocol=Generative / Training-based2026.05 | 88.7 | 19.2 | |
| Immuno-VLMBackbone=CLIP-ViT-B/16, Protocol=Generative / Training-based2026.05 | 83.4 | 28.5 | |
| MCMBackbone=CLIP-ViT-B/16, Protocol=Zero-Shot2026.05 | 74.5 | 46.2 | |
| ASH-BBackbone=CLIP-ViT-B/16, Protocol=Post-Hoc Adaptation2026.05 | 73.1 | 47.1 | |
| ReActBackbone=CLIP-ViT-B/16, Protocol=Post-Hoc Adaptation2026.05 | 72.3 | 49.5 | |
| Neg-Label (Standard AIS)Backbone=CLIP-ViT-B/16, Protocol=Generative / Training-based2026.05 | 71.8 | 49.8 | |
| CSIBackbone=CLIP-ViT-B/16, Protocol=Generative / Training-based2026.05 | 71.5 | 50.2 | |
| Energy ScoreBackbone=CLIP-ViT-B/16, Protocol=Zero-Shot2026.05 | 70.1 | 55.4 | |
| MSPBackbone=CLIP-ViT-B/16, Protocol=Zero-Shot2026.05 | 66.8 | 61.3 |