Attribute Binding on SugarCrepe++
79.8Replace-I2TC^2LIP
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| C^2LIP2026.03 | 79.8 | 80.2 | 66.2 | 59.8 | 75.7 | |
| CLIC2026.03 | 75.9 | 52.4 | 62.2 | 31.2 | 63.7 | |
| SigLIPbackbone=ViT-B/162026.03 | 75.5 | 64.2 | 56.3 | 46.4 | 66.8 | |
| CoN_CLIP2026.03 | 68.1 | 64.7 | 50.3 | 37.2 | 61 | |
| NegCLIP2026.03 | 67.1 | 70.7 | 55 | 50.3 | 67.4 | |
| TripletCLIP2026.03 | 66 | 71.1 | 44.4 | 38.1 | 62.5 | |
| SLVC-R2026.03 | 61.6 | 67.4 | 53.2 | 36.3 | 61.5 | |
| SLVC-RL2026.03 | 57.1 | 67 | 48.8 | 34.3 | 58.4 | |
| CE-CLIP2026.03 | 52 | 64.2 | 32.3 | 36.3 | 58.4 | |
| DAC-LLM2026.03 | 47.7 | 59.5 | 32.9 | 24.8 | 54.8 | |
| DAC-SAM2026.03 | 44.3 | 56 | 33.5 | 25.4 | 53.3 |