Image Classification on CUB (in-distrib.)
91.6Top-1 AccuracyViT-B DinoV2
Evaluation results
| Method | Links | |
|---|---|---|
| ViT-B DinoV2Category=Self-Supervised Pre-training, Backbone status=Fine-tuned backbone2025.06 | 91.6 | |
| Early masksegCategory=Upper Bounds, K=1, Extra supervision=true2025.06 | 91.4 | |
| Late masksegCategory=Upper Bounds, K=1, Extra supervision=true2025.06 | 90.7 | |
| iFAMCategory=Early Masking, K=162025.06 | 90.6 | |
| iFAMCategory=Early Masking, K=82025.06 | 90.4 | |
| iFAMCategory=Early Masking, K=42025.06 | 90.1 | |
| OTF-CBM2026.06 | 89.9 | |
| ViT-B DinoV2Category=Self-Supervised Pre-training, Backbone status=Frozen backbone2025.06 | 89.2 | |
| PDiscoFormerCategory=Late Masking, K=42025.06 | 89.1 | |
| PDiscoFormerCategory=Late Masking, K=82025.06 | 88.8 | |
| PDiscoFormerCategory=Late Masking, K=162025.06 | 88.7 | |
| DOT-CBM2026.06 | 85.3 | |
| CoopCBM2026.06 | 82.1 | |
| SparseCBM2026.06 | 82 | |
| LaBo2026.06 | 81.3 | |
| CEM2026.06 | 80.4 | |
| Vanilla-CBM2026.06 | 78.3 |