Layout-Grounded Image Generation on OverLayBench Complex
60.37mIoUOcclusionFormer
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| OcclusionFormer2026.05 | 60.37 | 34.68 | 85.31 | 88.9 | 36.48 | 26.4 | 46.166 | 77.97 | 16.02 | |
| InstanceAssemble2026.05 | 57.06 | 31.89 | 83.48 | 87.61 | 36.08 | 26.58 | 46.673 | 69.87 | 17.91 | |
| SMARLIParams=1.3B2025.09 | 56.42 | 29.59 | 80.52 | 87.81 | 36.57 | 26.48 | — | — | — | |
| Creatilayout2026.05 | 55.84 | 30.06 | 69.23 | 87.5 | 36.22 | 25.32 | 47.793 | 71.42 | 19.07 | |
| GLIGEN2026.05 | 54.68 | 27.63 | 40.18 | 80.46 | 32.19 | 22.9 | 62.647 | 59.51 | 22.51 | |
| SiamLay-FLUXParams=22B2025.09 | 54.5 | 28.97 | 69.72 | 86.45 | 36.72 | 24.85 | — | — | — | |
| InstanceDiffParams=1.4B2025.09 | 53.68 | 25.63 | 66.02 | 80.34 | 32.33 | 25.53 | — | — | — | |
| EliGenParams=12B2025.09 | 52.53 | 26.19 | 74.03 | 84.09 | 36.18 | 25.92 | — | — | — | |
| LaRender2026.05 | 52.27 | 25.07 | 45.08 | 74.62 | 26.85 | 24.73 | 67.884 | 60.26 | 23.74 | |
| Eligen2026.05 | 51.95 | 25.69 | 79.88 | 87.94 | 36.04 | 25.82 | 49.421 | 59.94 | 23.78 | |
| PlanGenParams=1.5B2025.09 | 51.21 | 23.53 | 67.79 | 85.36 | 35.22 | 19.17 | — | — | — | |
| GLIGENParams=1.2B2025.09 | 50.79 | 23.85 | 41.7 | 79.93 | 33.92 | 22.75 | — | — | — | |
| InstsAssembParams=2B2025.09 | 49.12 | 23.26 | 58.55 | 83.22 | 35.29 | 24.32 | — | — | — | |
| HiCoParams=1.4B2025.09 | 46.56 | 20.35 | 48.88 | 75.19 | 33.15 | 24.41 | — | — | — | |
| SiamLay-SD3Params=3B2025.09 | 44.24 | 18.05 | 52.1 | 79.98 | 36.55 | 24.76 | — | — | — | |
| MIGC2026.05 | 40.24 | 13.67 | 48.63 | 74.87 | 31.32 | 24.7 | 69.397 | 40.91 | 29.68 | |
| MIGCParams=1.2B2025.09 | 40.04 | 13.26 | 47.8 | 74.48 | 31.93 | 24.2 | — | — | — |