Layout-to-Image Generation on OcclBench
56.26mIoU (Foreground)DepthArb
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DepthArbvariant=full2026.03 | 56.26 | 61.1 | 59.93 | 33.27 | 81.84 | 25.96 | 88.5 | |
| R&B2026.03 | 55.15 | 59.12 | 57.88 | 31.6 | 70.27 | 25.86 | 73.3 | |
| DepthArbvariant=w/o SCC2026.03 | 53.65 | 57.43 | 56.12 | 32.3 | 75.4 | 24.73 | 77 | |
| DepthArbvariant=w/o AAM2026.03 | 53.12 | 56.98 | 55.76 | 32.23 | 78.56 | 24.66 | 74.4 | |
| DepthArbvariant=w/o LC2026.03 | 32 | 47.09 | 39.13 | 33.16 | 69.18 | 24.51 | 71.2 | |
| SDXL2026.03 | 30.71 | 42.03 | 36.73 | 33.44 | 56.2 | 24.42 | 69.7 | |
| LaRender2026.03 | 27.38 | 52.86 | 41.22 | 31.47 | 61.97 | 25.31 | 74.5 | |
| Layout Guidance2026.03 | 27.32 | 43.57 | 34.59 | 32 | 52.3 | 25.37 | 58.6 |