Out-of-Distribution Detection on NCT-CRC (test)
98.3AccuracyHVL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| HVLVLM-based=true, Backbone=ViT-B/162025.08 | 98.3 | 37.59 | 90.95 | |
| GalLopVLM-based=false, Backbone=ViT-B/162025.08 | 98.11 | 59.91 | 87.27 | |
| CoPRVLM-based=false, Backbone=ViT-B/162025.08 | 97.94 | 50.65 | 88.77 | |
| ViMVLM-based=false, Backbone=ViT-B/162025.08 | 97.94 | 54.33 | 88.24 | |
| GENVLM-based=false, Backbone=ViT-B/162025.08 | 97.94 | 51.26 | 89.02 | |
| LoCoOpVLM-based=true, Backbone=ViT-B/162025.08 | 97.68 | 54.38 | 85.61 | |
| LSNVLM-based=true, Backbone=ViT-B/162025.08 | 96.97 | 62.3 | 83.87 | |
| SCTVLM-based=true, Backbone=ViT-B/162025.08 | 95.5 | 58.08 | 83.81 | |
| NPOSVLM-based=false, Backbone=ViT-B/162025.08 | 95.25 | 57.21 | 86.02 |