Scene Editing on AuthorBench
80.7All-Goal SuccessMUSE
Evaluation Results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MUSE2026.06 | 80.7 | 92.1 | — | — | — | — | 99.3 | 93.9 | 92.6 | 82.7 | 92 | 96.6 | 99.3 | 97.9 | 94.9 | 95.9 | 96.6 | 0 | 0.1 | |
| MUSE2026.06 | 49.6 | 69 | — | 99.9 | 0.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LayoutGPT2026.06 | 37.9 | 74.1 | — | — | — | — | 98.4 | 83.8 | 35 | 79 | 87.1 | 91.1 | 99.3 | 86 | 83.4 | 82.2 | 82.7 | 1.4 | 2.3 | |
| LayoutVLM2026.06 | 26.9 | 62.3 | — | — | — | — | 98 | 69.7 | 22.1 | 59.3 | 75.7 | 83.9 | 100 | 77.4 | 72.7 | 81.7 | 81.7 | 0 | 0 | |
| Holodeck2026.06 | 14.5 | 48.3 | — | — | — | — | 83.3 | 57.6 | 21.5 | 30.9 | 57.3 | 70.5 | 84.7 | 73.7 | 67.9 | 54.1 | 63.9 | 0 | 0 | |
| Edit-As-Acttype=Local update method2026.06 | 12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ReSpace-Etype=Local update method2026.06 | 12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SceneReVistype=Local update method2026.06 | 12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ReSpace2026.06 | 11 | 37.3 | — | — | — | — | 71.9 | 36.4 | 8.6 | 32.1 | 46.8 | 54.2 | 81.7 | 59.6 | 50.8 | 47 | 57.5 | 0.4 | 0.5 | |
| SceneReVis2026.06 | 2.1 | 20.5 | — | — | — | — | 46.9 | 17.2 | 9.2 | 8.6 | 24.2 | 32.1 | 47.8 | 40.6 | 32 | 31.4 | 65.6 | 0.3 | 0.9 | |
| LayoutGPT-Etype=Prompt-based regenerator2026.06 | — | 86 | — | 25.1 | 95.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — |