Classification on STL-10
99.8AccuracyDREAM
Evaluation results
| Method | Links | |
|---|---|---|
| DREAMWay=5, Shot=52026.03 | 99.8 | |
| CLIPWay=5, Shot=52026.03 | 96.1 | |
| FLQMIAAlignment=frozen pretrained DINOv2 and GTE-1.5, Setting=Zero-shot2026.05 | 92.65 | |
| FLVMIAAlignment=frozen pretrained DINOv2 and GTE-1.5, Setting=Zero-shot2026.05 | 91.34 | |
| SAIL w/ SigLIPAlignment=frozen pretrained DINOv2 and GTE-1.5, Loss=SigLIP, Setting=Zero-shot2026.05 | 90.62 | |
| SAIL w/ CLIPAlignment=frozen pretrained DINOv2 and GTE-1.5, Loss=InfoNCE, Setting=Zero-shot2026.05 | 87.83 | |
| CSAAlignment=frozen pretrained DINOv2 and GTE-1.5, Setting=Zero-shot2026.05 | 85.4 | |
| REPAWay=5, Shot=52026.03 | 74.6 | |
| FLUIDWay=5, Shot=52026.03 | 53.7 | |
| MARWay=5, Shot=52026.03 | 53.1 |