Compositional Understanding on SugarCrepe
89.23AccuracyDeGLA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DeGLA2026.04 | 89.23 | 54.01 | |
| CE-CLIP2026.04 | 85.25 | 49.08 | |
| Slipform2026.04 | 83 | 54.18 | |
| D_lc + CementData Variant=D_lc, Loss Function=Cement2026.04 | 82.85 | 53.72 | |
| NegCLIP2026.04 | 82.5 | 53.15 | |
| TripletCLIP2026.04 | 82.47 | 50.92 | |
| Static Margin2026.04 | 82.31 | 54.07 | |
| D_wo + CementData Variant=D_wo, Loss Function=Cement2026.04 | 81.76 | 53.82 | |
| D_hc + InfoNCEData Variant=D_hc, Loss Function=InfoNCE2026.04 | 81.7 | 53.89 | |
| Inverse Margin2026.04 | 80.68 | 52.92 | |
| TSVLC2026.04 | 79.07 | 47.75 | |
| D_wo + InfoNCEData Variant=D_wo, Loss Function=InfoNCE2026.04 | 78.28 | 52.26 | |
| D_lc + InfoNCEData Variant=D_lc, Loss Function=InfoNCE2026.04 | 78.01 | 52.03 | |
| CLIP2026.04 | 75.38 | 47.89 | |
| TSVLC+2026.04 | 72.38 | 45.13 |