Multi-object Representation Evaluation on ComCo
77.92Accuracy (2 objects)UNCHA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| UNCHABackbone=ViT-B/162026.03 | 77.92 | 80.96 | 81.83 | 81.18 | |
| UNCHABackbone=ViT-B/16, Zero-shot=true2026.03 | 77.92 | 80.96 | 81.83 | 81.18 | |
| CLIPBackbone=ViT-B/162026.03 | 77.55 | 80.31 | 81.41 | 80.22 | |
| CLIPBackbone=ViT-B/16, Zero-shot=true2026.03 | 77.55 | 80.31 | 81.41 | 80.22 | |
| MERUBackbone=ViT-B/162026.03 | 72.9 | 77.25 | 78.15 | 77.34 | |
| HyCoCLIPBackbone=ViT-B/162026.03 | 72.9 | 73.22 | 73.51 | 72.9 | |
| MERUBackbone=ViT-B/16, Zero-shot=true2026.03 | 72.9 | 77.25 | 78.15 | 77.34 | |
| HyCoCLIPBackbone=ViT-B/16, Zero-shot=true2026.03 | 72.9 | 73.22 | 73.51 | 72.9 | |
| CLIPBackbone=ViT-S/162026.03 | 69.59 | 71.97 | 72.44 | 72.06 | |
| UNCHABackbone=ViT-S/162026.03 | 68.91 | 71.54 | 72.9 | 72.58 | |
| MERUBackbone=ViT-S/162026.03 | 67.42 | 69.31 | 70.04 | 69.6 | |
| HyCoCLIPBackbone=ViT-S/162026.03 | 64.47 | 65.67 | 66.37 | 65.74 | |
| ATMGBackbone=ViT-B/162026.03 | 45.91 | 45.97 | 45.8 | 45.82 | |
| ATMGBackbone=ViT-B/16, Zero-shot=true2026.03 | 45.91 | 45.97 | 45.8 | 45.82 | |
| ATMGBackbone=ViT-S/162026.03 | 44.01 | 43.94 | 44.12 | 43.97 |