Classification on Imagenet v1
28.04AccuracyFLQMIA
Evaluation Results
| Method | Links | |
|---|---|---|
| FLQMIAAlignment=frozen pretrained DINOv2 and GTE-1.5, Setting=Zero-shot2026.05 | 28.04 | |
| FLVMIAAlignment=frozen pretrained DINOv2 and GTE-1.5, Setting=Zero-shot2026.05 | 27.12 | |
| SAIL w/ SigLIPAlignment=frozen pretrained DINOv2 and GTE-1.5, Loss=SigLIP, Setting=Zero-shot2026.05 | 25.03 | |
| CSAAlignment=frozen pretrained DINOv2 and GTE-1.5, Setting=Zero-shot2026.05 | 24.62 | |
| FLVMIAmode=Zero-shot, setting=Singular positive pair, backbone=DINOv2 and GTE-1.52026.05 | 21.59 | |
| SAIL w/ CLIPAlignment=frozen pretrained DINOv2 and GTE-1.5, Loss=InfoNCE, Setting=Zero-shot2026.05 | 20.2 | |
| CSAmode=Zero-shot, setting=Singular positive pair, backbone=DINOv2 and GTE-1.52026.05 | 19.73 | |
| SAIL w/ CLIPmode=Zero-shot, setting=Singular positive pair, backbone=DINOv2 and GTE-1.52026.05 | 18.9 | |
| SAIL w/ SigLIPmode=Zero-shot, setting=Singular positive pair, backbone=DINOv2 and GTE-1.52026.05 | 14.32 |