Classification on MMVP (accuracy %)
18.52Accuracy (%)FLVMIA
Evaluation results
| Method | Links | |
|---|---|---|
| FLVMIAAlignment=frozen pretrained DINOv2 and GTE-1.5, Setting=Zero-shot2026.05 | 18.52 | |
| CSAmode=Zero-shot, setting=Singular positive pair, backbone=DINOv2 and GTE-1.52026.05 | 18.52 | |
| FLQMIAAlignment=frozen pretrained DINOv2 and GTE-1.5, Setting=Zero-shot2026.05 | 17.78 | |
| SAIL w/ CLIPAlignment=frozen pretrained DINOv2 and GTE-1.5, Loss=InfoNCE, Setting=Zero-shot2026.05 | 16.3 | |
| CSAAlignment=frozen pretrained DINOv2 and GTE-1.5, Setting=Zero-shot2026.05 | 15.56 | |
| SAIL w/ SigLIPAlignment=frozen pretrained DINOv2 and GTE-1.5, Loss=SigLIP, Setting=Zero-shot2026.05 | 14.81 | |
| FLVMIAmode=Zero-shot, setting=Singular positive pair, backbone=DINOv2 and GTE-1.52026.05 | 14.81 | |
| SAIL w/ CLIPmode=Zero-shot, setting=Singular positive pair, backbone=DINOv2 and GTE-1.52026.05 | 14.07 | |
| SAIL w/ SigLIPmode=Zero-shot, setting=Singular positive pair, backbone=DINOv2 and GTE-1.52026.05 | 14.07 |