Indoor Scene Generation on 179 room-level prompts
95.4Realism Win RateLayoutVLM
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| LayoutVLMMode=Objaverse2026.02 | 95.4 | — | — | 1.14 | — | 93.9 | — | 1.07 | — | |
| LayoutVLMMode=Curated2026.02 | 94.9 | — | — | 1.12 | — | 95.8 | — | 1.16 | — | |
| I-Design2026.02 | 94.1 | — | — | 1.08 | — | 90.6 | — | 0.95 | — | |
| SceneWeaver2026.02 | 91.7 | — | — | 0.99 | — | 92.9 | — | 1.03 | — | |
| Holodeck2026.02 | 88.6 | — | — | 0.88 | — | 90.6 | — | 0.95 | — | |
| HSM2026.02 | 88.5 | — | — | 0.88 | — | 85.2 | — | 0.78 | — | |
| SceneSmithAblation=NotGenerated2026.02 | 63.8 | — | — | 0.28 | — | 67 | — | 0.35 | — | |
| SceneSmithAblation=NoAssetValidation2026.02 | 63 | — | — | 0.26 | — | 62.2 | — | 0.25 | — | |
| SceneSmithAblation=NoObserveScene2026.02 | 61.5 | — | — | 0.23 | — | 53.2 | — | 0.06 | — | |
| SceneSmithAblation=NoSpecializedTools2026.02 | 54.8 | — | — | 0.1 | — | 53.2 | — | 0.06 | — | |
| SceneSmithAblation=NoAgentMemory2026.02 | 53.4 | — | — | 0.07 | — | 55.1 | — | 0.1 | — | |
| SceneSmithAblation=NoCritic2026.02 | 51.8 | — | — | 0.04 | — | 47.5 | — | -0.05 | — |