3D-Front
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| 3D scene generation | 3D-FRONT (test) | CD (Surface)0.0119 | 28 | |
| Text-to-scene generation | 3D-FRONT Livingroom (test) | FID105.01 | 15 | |
| Scene Rearrangement | 3D-FRONT Bedroom | FID22.16 | 13 | |
| Scene Rearrangement | 3D-FRONT Living Room | FID37.47 | 13 | |
| Text-to-scene generation | 3D-FRONT Diningroom (test) | FID125.32 | 10 | |
| Text-to-scene generation | 3D-FRONT Bedroom (test) | FID108 | 10 | |
| Unconditional scene synthesis | 3D-FRONT Living room | FID36.18 | 10 | |
| Unconditional scene synthesis | 3D-FRONT Dining room | FID32.6 | 10 | |
| Unconditional scene synthesis | 3D-FRONT Bedroom | FID17.21 | 10 | |
| 3D Scene Reconstruction | 3D-FRONT | F Value1,942,029 | 9 | |
| Scene Reconstruction | 3D-Front (test) | CD0.103 | 9 | |
| Scene Reconstruction | 3D-FRONT | CD0.0984 | 8 | |
| Image-to-3D scene generation | 3D-Front v1 (test) | Chamfer Distance0.063 | 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 | |
| Scene Geometry | 3D-FRONT 50 samples (held-out) | MAE0.0102 | 7 | |
| Trajectory Transfer | 3D-FRONT Paired (Multiple GT) | Trajectory AED0.879 | 7 | |
| Furniture Rearrangement | 3D-FRONT (test) | FID18.34 | 7 | |
| Floor plan conditional generation | 3D-FRONT Livingroom | FID18.14 | 7 | |
| Floor plan conditional generation | 3D-FRONT Bedroom | FID17.17 | 7 | |
| Object Reconstruction | 3D-FRONT | Chamfer Distance (CD)0.0026 | 7 | |
| Object Pose Accuracy | 3D-FRONT | Box IoU70.37 | 7 | |
| single-view 3D reconstruction | 3D-FRONT | Chamfer Distance0.11 | 7 | |
| Unconditional 3D Scene Generation | 3D-FRONT | COV (CD)53.1 | 7 | |
| Scene Completion | 3D-FRONT Dining rooms | FID40.99 | 7 |
Showing 25 of 122 rows