Controllable Text-to-Image Generation on COCO-POS
82.49mIoUInstanceControl
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| InstanceControlInstance Labeling=w/, Visual Condition=Hed2026.06 | 82.49 | 17.26 | 93.24 | 85.82 | 87.29 | 91.62 | 0.131 | 20.9018 | |
| InstanceControlInstance Labeling=w/o, Visual Condition=Hed2026.06 | 82.25 | 16.84 | 92.11 | 78.34 | 85.45 | 85.09 | 0.1334 | 21.5091 | |
| InstanceControlInstance Labeling=w/, Visual Condition=Depth2026.06 | 79.38 | 16.97 | 92.1 | 83.78 | 88.29 | 88.35 | 0.115 | 22.8134 | |
| InstanceControlInstance Labeling=w/o, Visual Condition=Depth2026.06 | 78.94 | 16.5 | 90.58 | 75.61 | 82.61 | 82.53 | 0.117 | 22.7549 | |
| InstanceControlInstance Labeling=w/, Visual Condition=Canny2026.06 | 77.57 | 17 | 92.77 | 85.92 | 88.7 | 91.83 | 0.1706 | 20.8419 | |
| InstanceControlInstance Labeling=w/o, Visual Condition=Canny2026.06 | 76.88 | 16.58 | 91.32 | 78.19 | 82.56 | 85.49 | 0.1648 | 20.8162 | |
| DreamRendererInstance Labeling=w/, Visual Condition=Depth2026.06 | 75 | 16.42 | 90.76 | 75.51 | 83.39 | 79.86 | 0.1781 | 26.1377 | |
| Seg2AnyInstance Labeling=w/2026.06 | 74.99 | 16.39 | 89.98 | 79.36 | 82.39 | 83.66 | -0.0347 | 37.4553 | |
| FLUX ControlNetInstance Labeling=w/o, Visual Condition=Depth2026.06 | 74 | 16.14 | 90.32 | 66.47 | 74.75 | 71.97 | 0.2104 | 25.6307 | |
| DreamRendererInstance Labeling=w/, Visual Condition=Hed2026.06 | 66.81 | 14.77 | 84.79 | 60.41 | 67.11 | 62.25 | 0.0599 | 29.4211 | |
| FLUX ControlNetInstance Labeling=w/o, Visual Condition=Hed2026.06 | 63.15 | 15.02 | 85.94 | 63.58 | 67.77 | 66.2 | 0.2215 | 29.4736 | |
| DreamRendererInstance Labeling=w/, Visual Condition=Canny2026.06 | 59.26 | 15.2 | 86.6 | 62.04 | 65.12 | 64.23 | 0.1367 | 25.3367 | |
| FLUX ControlNetInstance Labeling=w/o, Visual Condition=Canny2026.06 | 56.39 | 15.09 | 84.46 | 63.5 | 66.28 | 65.63 | 0.1599 | 24.9675 | |
| EliGenInstance Labeling=w/2026.06 | 50.76 | 16.13 | 93.34 | 76.59 | 83.22 | 82.39 | 0.3006 | 42.5613 | |
| CreatilayoutInstance Labeling=w/2026.06 | 46.64 | 15.84 | 90.74 | 72.65 | 76.74 | 75.49 | 0.2196 | 32.3662 |