Controllable Text-to-Image Generation on MIG-Eval (test)
85.04mIoUInstanceControl
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| InstanceControlInstance Labeling=w/, Control Condition=Hed2026.06 | 85.04 | 19.08 | 95.77 | 92.58 | 92.77 | 94.1 | 0.3256 | 10.2175 | |
| InstanceControlInstance Labeling=w/o, Control Condition=Hed2026.06 | 84.72 | 18.74 | 94.64 | 88.75 | 89.55 | 91.18 | 0.3268 | 10.14 | |
| InstanceControlInstance Labeling=w/, Control Condition=Canny2026.06 | 83.81 | 18.97 | 95.34 | 92.11 | 92.29 | 93.66 | 0.294 | 9.934 | |
| Seg2AnyInstance Labeling=w/2026.06 | 83.16 | 18.62 | 91.71 | 87.25 | 88.39 | 90.14 | 0.0893 | 21.2305 | |
| InstanceControlInstance Labeling=w/o, Control Condition=Canny2026.06 | 82.5 | 18.51 | 93.54 | 87.78 | 88.19 | 90.88 | 0.2847 | 10.0264 | |
| InstanceControlInstance Labeling=w/, Control Condition=Depth2026.06 | 82.12 | 18.73 | 95.06 | 91.35 | 92.08 | 93.47 | 0.2921 | 11.9211 | |
| InstanceControlInstance Labeling=w/o, Control Condition=Depth2026.06 | 81.16 | 18.18 | 92.87 | 86.11 | 86.49 | 89.91 | 0.2961 | 11.9181 | |
| FLUX ControlNetInstance Labeling=w/o, Control Condition=Depth2026.06 | 77.82 | 17.73 | 90.14 | 75.87 | 78.2 | 82.33 | 0.3216 | 14.1077 | |
| DreamRendererInstance Labeling=w/, Control Condition=Depth2026.06 | 77.38 | 17.88 | 89.52 | 80.91 | 81.45 | 86.69 | 0.3206 | 15.3637 | |
| DreamRendererInstance Labeling=w/, Control Condition=Hed2026.06 | 70.6 | 15.08 | 78.93 | 60.56 | 63.18 | 68.79 | 0.0392 | 22.6739 | |
| FLUX ControlNetInstance Labeling=w/o, Control Condition=Hed2026.06 | 68.17 | 15.67 | 83.09 | 70.15 | 70.51 | 77.08 | 0.2314 | 20.0755 | |
| FLUX ControlNetInstance Labeling=w/o, Control Condition=Canny2026.06 | 65.26 | 16.48 | 84.67 | 73.3 | 73.93 | 79.24 | 0.2558 | 14.0427 | |
| DreamRendererInstance Labeling=w/, Control Condition=Canny2026.06 | 64.97 | 16.25 | 80.74 | 67.55 | 69.2 | 74.68 | 0.1877 | 14.5079 | |
| EliGenInstance Labeling=w/2026.06 | 61.04 | 17.49 | 91.97 | 84.98 | 85.59 | 87.93 | 0.3708 | 27.824 | |
| CreatilayoutInstance Labeling=w/2026.06 | 52.47 | 16.84 | 88.16 | 80.87 | 83 | 85.91 | 0.2979 | 21.3988 |