Scene Generation on 3DTindo-Bench User Study
66.7PRPRM-guided MCTS
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| PRM-guided MCTSexploration-exploitation trade-off ϵ=0.2, PRM threshold δ=0.3, max children k=22026.06 | 66.7 | 67.8 | 66.7 | 67.1 | 66.7 | 67 | 80.5 | |
| Deng et al.2026.06 | 63.7 | 61.7 | 62.7 | 62.2 | 64.9 | 63 | 70.5 | |
| Holodeck2026.06 | 61.7 | 61.5 | 60.6 | 61.4 | 60.1 | 61.1 | 62.3 | |
| DirectLayout2026.06 | 60.4 | 60.3 | 60.3 | 59.5 | 59 | 59.9 | 64.7 | |
| LayoutVLM2026.06 | 47.4 | 48.6 | 49.7 | 49.8 | 49.2 | 48.9 | 61.2 |