3D Layout-to-Image Generation on Flux.1 layout dataset v1 (test)
0.333CLIP Score (T2I)POCI-Diff
Evaluation results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| POCI-Diff2026.01 | 0.333 | 78.3 | 0.728 | 0.919 | 29.1 | 97.068 | 0.919 | 0.115 | 0.081 | 0.673 | 1.281 | 0.884 | 4.012 | 5.451 | 76.83 | 5.13 | 8.15 | 5 | 5.5 | |
| Layout-Guidance2026.01 | 0.323 | 48.2 | 0.425 | 0.838 | 28.35 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Build-a-Scene2026.01 | 0.321 | 53.5 | 0.772 | 0.924 | 29.3 | 96.398 | 0.873 | 0.154 | 0.118 | 0.67 | 0.863 | 0.837 | 4.653 | 5.44 | 23.17 | 15 | 41.3 | 7.19 | 7.19 | |
| LooseControl2026.01 | 0.302 | 24.3 | 0.633 | 0.924 | 29.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — |