Image Classification on iWildCam OOD (test)
53.1F1-macroFINO
Evaluation results
| Method | Links | |
|---|---|---|
| FINOSupervised Parameters=2.7M, Backbone Status=frozen2026.06 | 53.1 | |
| Specialized SOTASupervised Parameters=80M-300M, Backbone Status=jointly trained / frozen2026.06 | 52 | |
| frozen modelSupervised Parameters=2.7M, Backbone Status=frozen2026.06 | 51.4 | |
| DINO (SSL)Supervised Parameters=2.7M, Backbone Status=frozen2026.06 | 50 | |
| fine-tuningSupervised Parameters=306M, Backbone Status=jointly trained2026.06 | 43.4 | |
| DANNSupervised Parameters=306M, Backbone Status=jointly trained2026.06 | 38.5 | |
| CORALSupervised Parameters=306M, Backbone Status=jointly trained2026.06 | 38.5 | |
| SAE-FTBackbone=ViT-B/162026.05 | 38.1 | |
| StarFTBackbone=ViT-B/162026.05 | 37.1 | |
| CAR-FTBackbone=ViT-B/162026.05 | 37 | |
| FLYPBackbone=ViT-B/162026.05 | 36.6 | |
| FTBackbone=ViT-B/162026.05 | 35.6 | |
| L2Backbone=ViT-B/162026.05 | 34.7 | |
| WiSE-FT (opt.)Backbone=ViT-B/16, alpha=0.82026.05 | 33.1 | |
| WiSE-FT (0.5)Backbone=ViT-B/16, alpha=0.52026.05 | 30.8 | |
| CaRotBackbone=ViT-B/162026.05 | 29.2 | |
| Group-DROSupervised Parameters=306M, Backbone Status=jointly trained2026.06 | 26.1 | |
| Zero-shotBackbone=ViT-B/162026.05 | 11 | |
| from scratchSupervised Parameters=306M, Backbone Status=jointly trained2026.06 | 10.1 |