Multi-concept Image Generation on GenEval
88.5Image CoverageDivide-and-Denoise
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Divide-and-DenoisePlayers=2, Base Model=Stable Diffusion2026.06 | 88.5 | 99 | 30.02 | 21.53 | 1.23 | -0.38 | 96 | 92.5 | |
| Divide-and-Denoise (w/o fairness)Players=2, Base Model=Stable Diffusion2026.06 | 87 | 98 | 29.91 | 21.59 | 1.16 | -0.42 | 95.9 | 92.1 | |
| Divide-and-DenoisePlayers=3, Base Model=Stable Diffusion2026.06 | 59.5 | 92 | 33.21 | 19.09 | 1.22 | -0.79 | 92.1 | 82.9 | |
| MultiDiffusionPlayers=2, Base Model=Stable Diffusion2026.06 | 58 | 93 | 27.65 | 19.59 | 0.34 | -0.99 | 81.6 | 73.8 | |
| Multi-Concept Diff.Players=2, Base Model=Stable Diffusion2026.06 | 53.75 | 86 | 27.05 | 18.77 | 0.28 | -1.15 | 75.3 | 68.3 | |
| Divide-and-Denoise (w/o fairness)Players=3, Base Model=Stable Diffusion2026.06 | 51.75 | 88 | 32.68 | 18.96 | 1.05 | -0.92 | 87.2 | 77.3 | |
| Composable Diff.Players=2, Base Model=Stable Diffusion2026.06 | 36.5 | 67 | 26.85 | 18.92 | -0.26 | -1.3 | 74.9 | 64.3 | |
| AveragingPlayers=2, Base Model=Stable Diffusion2026.06 | 31.25 | 59 | 26.26 | 18.64 | -0.49 | -1.46 | 72 | 61 | |
| Multi-Concept Diff.Players=3, Base Model=Stable Diffusion2026.06 | 14.75 | 43 | 28.45 | 15.15 | -0.14 | -1.82 | 53.2 | 38.4 | |
| MultiDiffusionPlayers=3, Base Model=Stable Diffusion2026.06 | 14 | 37 | 28.05 | 16.02 | -0.48 | -1.79 | 53.7 | 37.4 | |
| Composable Diff.Players=3, Base Model=Stable Diffusion2026.06 | 3.5 | 13 | 26.82 | 16.03 | -1.06 | -1.97 | 47.2 | 30.4 | |
| AveragingPlayers=3, Base Model=Stable Diffusion2026.06 | 1.5 | 5 | 25.46 | 16.08 | -1.32 | -2.06 | 46.1 | 29.6 |