Thuman
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Novel View Synthesis | THuman 2.0 (test) | LPIPS0.031 | 39 | |
| 3D Human Reconstruction | THuman 2.0 (test) | Chamfer Distance0.5961 | 24 | |
| 3D Human Reconstruction | THuman 2.1 | Chamfer Distance (cm)0.4399 | 17 | |
| Depth Estimation | THuman FullBody 2.1 (test) | RMSE0.0172 | 15 | |
| Depth Estimation | THuman UpperBody 2.1 (test) | RMSE0.0145 | 15 | |
| Depth Estimation | THuman Face 2.1 (test) | RMSE0.0112 | 15 | |
| 3D Clothed Human Reconstruction | Thuman 2.0 | Chamfer Distance0.923 | 13 | |
| Surface Normal Estimation | THuman 2.1 | Mean Angular Error13.13 | 10 | |
| Human Geometry Reconstruction | THuman 3.0 (OOD (Out-of-Distribution)) | Chamfer Distance (P2S, cm)1.408 | 9 | |
| Human Reconstruction | THuman 2.0 (test) | PSNR25.211 | 9 | |
| 3D human reconstruction | THuman 2.0 (multi-view) | Chamfer Distance0.791 | 9 | |
| 3D geometry reconstruction | THuman 2.0 | Chamfer Distance0.5172 | 9 | |
| Surface Normal Estimation | THuman 2.0 | Mean Angular Error (MAE)11.84 | 8 | |
| Monocular Depth Estimation | THuman Full Body 2.0 | RMSE0.016 | 8 | |
| Monocular Depth Estimation | THuman Upper Body 2.0 | RMSE0.01 | 8 | |
| Monocular Depth Estimation | THuman Face 2.0 | RMSE0.008 | 8 | |
| Texture Reconstruction | THuman 2.0 (test) | PSNR22.1024 | 8 | |
| 3D Surface Registration | THuman 2.0 (First Subject) | P2S0.107 | 8 | |
| 3D Mesh Recovery | THuman 2.0 | MPJPE46.9 | 7 | |
| Human Texture Reconstruction | THuman 3.0 | LPIPS (Front)0.0457 | 7 | |
| 3D Human Generation | Thuman 50 samples 2.0 | Geometry Score58.67 | 7 | |
| Appearance Rendering | THuman 2.1 | PSNR20.8548 | 6 | |
| Face Reconstruction | THuman 2.1 | Chamfer Distance0.423 | 6 | |
| Human Geometry Reconstruction | THuman 2.1 (subset) | Chamfer Distance0.5574 | 6 | |
| Novel Pose Synthesis | Thuman4 (novel poses) | PSNR32.49 | 6 |
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