3D-Front
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| 3D scene generation | 3D-FRONT (test) | CD (Surface)0.0148 | 12 | |
| Text-to-scene generation | 3D-FRONT Diningroom (test) | FID125.32 | 10 | |
| Text-to-scene generation | 3D-FRONT Livingroom (test) | FID108.22 | 10 | |
| Text-to-scene generation | 3D-FRONT Bedroom (test) | FID108 | 10 | |
| Scene Reconstruction | 3D-Front (test) | CD0.103 | 9 | |
| Scene Rearrangement | 3D-FRONT Bedroom | KID1.02 | 8 | |
| Scene Rearrangement | 3D-FRONT Living Room | KID2.24 | 8 | |
| 3D Scene Generation | 3D FRONT HUMAN (test) | Interpenetration0.047 | 8 | |
| Single-image 3D scene generation | 3D-Front synthetic (test) | CD (Shape)0.08 | 8 | |
| single-view 3D reconstruction | 3D-FRONT | Chamfer Distance0.11 | 7 | |
| Unconditional 3D Scene Generation | 3D-FRONT | COV (CD)53.1 | 7 | |
| Texture Synthesis | 3D-FRONT (test) | CLIP Score22.18 | 7 | |
| Scene Synthesis | 3D-FRONT Living room | FID35.34 | 7 | |
| Scene Synthesis | 3D-FRONT Bedroom | FID21.59 | 7 | |
| Panoptic 3D Scene Reconstruction | 3D-Front (test) | RSQ63.81 | 6 | |
| 3D Scene Geometry Synthesis | 3D-FRONT Independent chunks 1.0 (test) | MMD (CD)0.021 | 5 | |
| 3D Scene Generation | 3D-FRONT | P(Tr)65 | 5 | |
| 3D Scene Geometry Synthesis | 3D-FRONT Independent chunks | MMD (CD)0.019 | 5 | |
| Unconditional scene synthesis | 3D-FRONT Living | Obj11.85 | 5 | |
| Unconditional scene synthesis | 3D-FRONT Dining | Obj Score11.96 | 5 | |
| Unconditional scene synthesis | 3D-FRONT Living room | FID36.18 | 5 | |
| Unconditional scene synthesis | 3D-FRONT Dining room | FID32.6 | 5 | |
| Unconditional scene synthesis | 3D-FRONT Bedroom | FID17.21 | 5 | |
| Unconditional Scene Synthesis | 3D-FRONT Living (test) | Precision81.3 | 5 | |
| Unconditional Scene Synthesis | 3D-FRONT Dining (test) | Precision82.8 | 5 |
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