Open-World Recognition on Open-World Recognition Suite
85.6Average H-ScoreImmuno-VLM
Evaluation results
| Method | Links | |
|---|---|---|
| Immuno-VLMBackbone=CLIP-ViT-L/14, Protocol=Generative / Training-based2026.05 | 85.6 | |
| Immuno-VLMBackbone=CLIP-ViT-B/16, Protocol=Generative / Training-based2026.05 | 81.3 | |
| MCMBackbone=CLIP-ViT-B/16, Protocol=Zero-Shot2026.05 | 77.9 | |
| ASH-BBackbone=CLIP-ViT-B/16, Protocol=Post-Hoc Adaptation2026.05 | 77 | |
| ReActBackbone=CLIP-ViT-B/16, Protocol=Post-Hoc Adaptation2026.05 | 76.5 | |
| Energy ScoreBackbone=CLIP-ViT-B/16, Protocol=Zero-Shot2026.05 | 75.8 | |
| Neg-Label (Standard AIS)Backbone=CLIP-ViT-B/16, Protocol=Generative / Training-based2026.05 | 75.8 | |
| CSIBackbone=CLIP-ViT-B/16, Protocol=Generative / Training-based2026.05 | 74.2 | |
| MSPBackbone=CLIP-ViT-B/16, Protocol=Zero-Shot2026.05 | 73.1 |