Text-to-Image Compositional Understanding on SugarCrepe++ T2I
61.05AccuracyD_lc + Cement
Evaluation results
| Method | Links | ||
|---|---|---|---|
| D_lc + CementData Variant=D_lc, Loss Function=Cement2026.04 | 61.05 | 53.72 | |
| D_wo + CementData Variant=D_wo, Loss Function=Cement2026.04 | 60.79 | 53.82 | |
| D_hc + InfoNCEData Variant=D_hc, Loss Function=InfoNCE2026.04 | 60.68 | 53.89 | |
| D_lc + InfoNCEData Variant=D_lc, Loss Function=InfoNCE2026.04 | 60.59 | 52.03 | |
| D_wo + InfoNCEData Variant=D_wo, Loss Function=InfoNCE2026.04 | 60.26 | 52.26 | |
| Slipform2026.04 | 60.21 | 54.18 | |
| Static Margin2026.04 | 60.14 | 54.07 | |
| Inverse Margin2026.04 | 60.12 | 52.92 | |
| NegCLIP2026.04 | 58.15 | 53.15 | |
| DeGLA2026.04 | 54.94 | 54.01 | |
| CE-CLIP2026.04 | 53.18 | 49.08 | |
| TripletCLIP2026.04 | 53 | 50.92 | |
| TSVLC2026.04 | 50.05 | 47.75 | |
| TSVLC+2026.04 | 49 | 45.13 | |
| CLIP2026.04 | 46.84 | 47.89 |