Layout-to-image generation on LayoutSAM Eval
98.95SpatialGT Images
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| GT ImagesParams=-2025.09 | 98.95 | 98.45 | 98.9 | 98.8 | 98.36 | 100 | — | — | — | — | |
| EchoGenModel Capability=Und. and Gen.2026.03 | 96.32 | 84.97 | 89.02 | 87.18 | — | — | — | — | — | — | |
| SiamLay-FluxParams=22B, trained on LayoutSAM=true2025.09 | 95.67 | 80.71 | 83.53 | 82.8 | 78.01 | 78.33 | 80.48 | 22.16 | 33.92 | 16.12 | |
| SMARLIParams=1.3B, trained on LayoutSAM=true2025.09 | 95.55 | 87.35 | 90.9 | 89.82 | 81.31 | 81.84 | 74.81 | 21.81 | 33.14 | 18.16 | |
| InstsAssembParams=2B, trained on LayoutSAM=true2025.09 | 94.97 | 77.53 | 80.72 | 80.11 | 73.33 | 74.19 | 70.14 | 21.75 | 33.08 | 20.24 | |
| SiamLay-SD3Params=3B, trained on LayoutSAM=true2025.09 | 92.67 | 74.45 | 77.21 | 75.93 | 68.43 | 63.22 | 69.47 | 22.02 | 34.01 | 19.1 | |
| PlanGenModel Capability=Und. and Gen.2026.03 | 92.21 | 82.69 | 86.53 | 85.36 | — | — | — | — | — | — | |
| PlanGenParams=1.5B, trained on LayoutSAM=true2025.09 | 92.21 | 82.69 | 86.53 | 85.36 | 78.04 | 81.15 | 39.58 | 21.43 | 31.96 | 13.91 | |
| InstanceDiffusionModel Capability=Gen. only2026.03 | 87.99 | 69.16 | 72.78 | 71.08 | — | — | — | — | — | — | |
| InstanceDiffParams=1.4B2025.09 | 87.99 | 69.16 | 72.78 | 71.08 | 81.29 | 72.34 | 9.14 | 21.01 | 31.4 | 19.67 | |
| HiCoParams=1.4B2025.09 | 87.04 | 69.19 | 72.36 | 71.1 | 81.2 | 71.74 | 12.36 | 21.7 | 32.18 | 22.61 | |
| MIGCModel Capability=Gen. only2026.03 | 85.66 | 66.97 | 71.24 | 69.06 | — | — | — | — | — | — | |
| MIGCParams=1.2B2025.09 | 85.66 | 66.97 | 71.24 | 69.06 | 70.99 | 74.1 | -13.72 | 20.71 | 31.36 | 21.19 | |
| EliGenModel Capability=Gen. only2026.03 | 85.37 | 72.35 | 75.42 | 74.59 | — | — | — | — | — | — | |
| IFAdapterModel Capability=Gen. only2026.03 | 84.32 | 68.32 | 71.37 | 68.37 | — | — | — | — | — | — | |
| GLIGENModel Capability=Gen. only2026.03 | 77.53 | 49.41 | 55.29 | 52.72 | — | — | — | — | — | — | |
| GLIGENParams=1.2B2025.09 | 77.53 | 49.41 | 55.29 | 52.72 | 69.62 | 70.99 | -10.31 | 20.78 | 32.42 | 21.92 |