Zero-shot Image Retrieval on Cars196 (test)
90.4Recall@1EP
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| EPbackbone=SigLIP (frozen), probing_data=ImageNet-1K2025.06 | 90.4 | 95.4 | 97.8 | 99 | 99.6 | 99.8 | |
| SigLIPstatus=frozen, backbone=SigLIP2025.06 | 85.8 | 92.3 | 96.1 | 98 | 99.1 | 99.6 | |
| EPbackbone=CLIP (frozen), probing_data=ImageNet-1K2025.06 | 79.8 | 89.3 | 94.8 | 97.8 | 99.2 | 99.7 | |
| CLIPstatus=frozen, backbone=CLIP2025.06 | 79.6 | 88.9 | 94.6 | 97.8 | 99.2 | 99.7 | |
| BEiTv2status=frozen, backbone=BEiTv22025.06 | 48.3 | 60.7 | 72.3 | 81.8 | 89.2 | 94.5 | |
| EPbackbone=BEiTv2 (frozen), probing_data=ImageNet-1K2025.06 | 44.2 | 56.4 | 68.5 | 79.1 | 87.3 | 93.7 | |
| EPbackbone=iBOT (frozen), probing_data=ImageNet-1K2025.06 | 40.1 | 50.6 | 61 | 70.7 | 79.5 | 87.6 | |
| EPbackbone=MAE (frozen), probing_data=ImageNet-1K2025.06 | 34.2 | 44.8 | 55.6 | 65.9 | 76.4 | 85.2 | |
| iBOTstatus=frozen, backbone=iBOT2025.06 | 31.5 | 40.7 | 50.2 | 60 | 69.9 | 79 | |
| MAEstatus=frozen, backbone=MAE2025.06 | 12.7 | 17.6 | 23.7 | 31.8 | 42.9 | 55.7 |