3D Scene Generation on 3D-FRONT (test)
0.0119CD (Surface)Pseudo Geometry
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Pseudo Geometry2026.03 | 0.0119 | 86.95 | 0.0119 | 87.81 | — | 81.41 | — | — | — | — | |
| I-SceneRuntime=15.51 s2025.12 | 0.0148 | 0.935 | 0.0207 | 0.8428 | 0.8762 | — | — | — | — | — | |
| MIDIRuntime=42.5 s2025.12 | 0.0175 | 0.9008 | 0.0877 | 0.701 | 0.8596 | — | — | — | — | — | |
| PhyMix (+GRPO+TTO)GRPO=true, TTO=true2026.04 | 0.038 | 75.5 | 0.043 | 73.2 | — | 72 | — | — | — | — | |
| SceneMakertraining_data=without open-set data2025.12 | 0.0381 | 68.4 | 0.0681 | 61.6 | — | 76.58 | — | — | — | — | |
| PhyMix (+GRPO)GRPO=true2026.04 | 0.044 | 70.5 | 0.055 | 67.5 | — | 69 | — | — | — | — | |
| SceneMakertraining_data=with open-set data2025.12 | 0.047 | 63.12 | 0.0885 | 68.12 | — | 76.93 | — | — | — | — | |
| PhyMix (+TTO)TTO=true2026.04 | 0.049 | 68.5 | 0.053 | 64.2 | — | 66 | — | — | — | — | |
| SAM 3D2026.04 | 0.052 | 61.2 | — | — | — | 63 | — | — | — | — | |
| PartCrafterRuntime=7.2 s2025.12 | 0.0586 | 0.8103 | — | — | 0.7626 | — | — | — | — | — | |
| MIDI2026.04 | 0.072 | 57.2 | 0.094 | 60 | — | 60 | — | — | — | — | |
| Pano3DComposer-C2FTraining Resources=4 GPU days, Inference Time (s)=242026.03 | 0.0784 | 69.3 | 0.0762 | 69.37 | — | 56.99 | — | — | — | — | |
| Pano3DComposerTraining Resources=2 GPU days, Inference Time (s)=202026.03 | 0.0787 | 69.23 | 0.0765 | 69.26 | — | 56.79 | — | — | — | — | |
| PartCrafter2026.04 | 0.098 | 55.9 | — | — | — | — | — | — | — | — | |
| Gen3DSR2026.04 | 0.103 | 41.7 | 0.126 | 40.4 | — | 41 | — | — | — | — | |
| DepR2026.04 | 0.104 | 52 | 0.118 | 48.4 | — | 57 | — | — | — | — | |
| OPTInference Time (s)=1202026.03 | 0.1059 | 55.35 | 0.1128 | 56.4 | — | 40.1 | — | — | — | — | |
| REPARO2026.04 | 0.109 | 43.5 | 0.134 | 44.4 | — | 40 | — | — | — | — | |
| MoCA2025.12 | 0.1201 | 86.37 | 0.1163 | 83.8 | — | — | 0.06 | — | — | — | |
| PartCrafter2025.12 | 0.1366 | 83.79 | — | — | — | — | 0.36 | — | — | — | |
| SceneGenRuntime=26.0 s2025.12 | 0.1432 | 0.547 | 0.0353 | 0.7795 | 0.5295 | — | — | — | — | — | |
| MIDI2025.12 | 0.1548 | 82.38 | 0.1442 | 79.96 | — | — | 0.11 | — | — | — | |
| MIDI3D2025.12 | 0.1672 | 34.2 | 0.0663 | 54.95 | — | 38.55 | — | — | — | — | |
| SceneGenTraining Resources=56 GPU days, Inference Time (s)=632026.03 | 0.1765 | 45.75 | 0.0914 | 48.27 | — | 11.24 | — | — | — | — | |
| PartCrafter2025.12 | 0.1846 | 38.44 | — | — | — | — | — | — | — | — | |
| ICPInference Time (s)=12026.03 | 0.2483 | 45.24 | 0.2305 | 48.96 | — | 28.3 | — | — | — | — | |
| Gen3DSRRuntime=179.0 s2025.12 | 0.2587 | 0.4231 | 0.0697 | 0.5722 | 0.4838 | — | — | — | — | — | |
| DeepPanoContextInference Time (s)=142026.03 | 0.7851 | 31.01 | 0.1657 | 38.22 | — | 0.21 | — | — | — | — | |
| COM4DRuntime=2.63 seconds2025.12 | — | — | — | — | — | — | — | 0.0909 | 80.69 | 0.18 | |
| MIDIRuntime=3.51 seconds2025.12 | — | — | — | — | — | — | — | 0.1445 | 78.29 | 0.27 | |
| PartCrafterRuntime=2.60 seconds2025.12 | — | — | — | — | — | — | — | 0.1751 | 75.69 | 0.17 |