Out-of-Distribution Detection on iNaturalist Fine-Grained
89.1AUROCImmuno-VLM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Immuno-VLMBackbone=CLIP-ViT-L/14, Protocol=Generative / Training-based2026.05 | 89.1 | 22.4 | |
| Immuno-VLMBackbone=CLIP-ViT-B/16, Protocol=Generative / Training-based2026.05 | 84.2 | 31.1 | |
| MCMBackbone=CLIP-ViT-B/16, Protocol=Zero-Shot2026.05 | 79.1 | 42.1 | |
| ASH-BBackbone=CLIP-ViT-B/16, Protocol=Post-Hoc Adaptation2026.05 | 78 | 44.2 | |
| ReActBackbone=CLIP-ViT-B/16, Protocol=Post-Hoc Adaptation2026.05 | 77.4 | 45.8 | |
| Energy ScoreBackbone=CLIP-ViT-B/16, Protocol=Zero-Shot2026.05 | 76.8 | 49.3 | |
| Neg-Label (Standard AIS)Backbone=CLIP-ViT-B/16, Protocol=Generative / Training-based2026.05 | 75.1 | 48.5 | |
| CSIBackbone=CLIP-ViT-B/16, Protocol=Generative / Training-based2026.05 | 74.3 | 51 | |
| MSPBackbone=CLIP-ViT-B/16, Protocol=Zero-Shot2026.05 | 72.4 | 55.1 |