Object Manipulation on ManipEval single-object
66.29DIoUPhyEdit
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| PhyEdit2026.04 | 66.29 | 29.1 | 66.66 | 46.11 | 21.26 | 34.45 | 39.14 | 74.37 | 93.23 | |
| Nano Banana Promodel_tag=†2026.04 | 63.35 | 22.4 | 69.16 | 44.2 | 26.45 | 34.91 | 38.49 | 76.37 | 90.2 | |
| DiffusionHandles2026.04 | 58.73 | 20.21 | 67.91 | 27.72 | 65.54 | 58.2 | 20.8 | 64.25 | 52.7 | |
| Qwen-Image-2.0-Promodel_tag=†2026.04 | 56.34 | 15.63 | 69.77 | 36.2 | 39.11 | 49.68 | 30.98 | 67.11 | 81.21 | |
| LightningDrag2026.04 | 51.99 | 17.94 | 74.68 | 27.84 | 66.65 | 64.31 | 21.93 | 72.8 | 92 | |
| GPT-Image-1.5model_tag=†2026.04 | 51.57 | 11.55 | 91.56 | 33.31 | 50.82 | 60.91 | 23.62 | 74.02 | 87.24 | |
| Qwen-Image-Edit2026.04 | 51.41 | 12.7 | 86.77 | 36.54 | 66.43 | 64.38 | 25.56 | 74.76 | 92.8 | |
| GeoDiffuser2026.04 | 51.36 | 18.7 | 85.67 | 24.72 | 93.34 | 73.95 | 15.4 | 60.23 | 66.08 | |
| GoodDrag2026.04 | 51.05 | 13.65 | 88.85 | 31.55 | 65.55 | 67.1 | 22.69 | 74.2 | 91.5 | |
| Move-and-Act2026.04 | 50.54 | 12.65 | 83.88 | 26.76 | 73.83 | 68.99 | 15.32 | 64.2 | 66.7 | |
| PixelMan2026.04 | 50.1 | 11.81 | 84.13 | 34.65 | 62.98 | 66.13 | 22.53 | 72.61 | 83.3 | |
| ChronoEdit2026.04 | 48.79 | 9.28 | 85.58 | 32.55 | 58.09 | 62.37 | 23.82 | 73.87 | 91.85 | |
| Object 3DIT2026.04 | 45.34 | 10.03 | 87.47 | 26.78 | 91.11 | 77.96 | 14.64 | 48.7 | 69.7 |