Thuman
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Novel View Synthesis | THuman 2.0 (test) | LPIPS0.0269 | 51 | |
| 3D Human Reconstruction | THuman 2.0 (test) | Chamfer Distance0.5961 | 24 | |
| Human Texture Reconstruction | THuman 3.0 | LPIPS (Front)0.0368 | 21 | |
| 3D Clothed Human Reconstruction | Thuman 2.0 | Chamfer Distance0.923 | 20 | |
| 3D Human Reconstruction | THuman 2.1 | Chamfer Distance (cm)0.4399 | 17 | |
| 3D human reconstruction | THuman2 (test) | CD (Pred to GT)1.027 | 16 | |
| Human Geometry Reconstruction | THuman3.0 49 | CD: P-to-S (cm)1.173 | 16 | |
| 3D human reconstruction | THuman 2.1 (test) | PSNR33.16 | 16 | |
| Point Map Estimation | THuman 2.1 (In-domain) | Accuracy (Acc)4.292 | 15 | |
| 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 Mesh Recovery | THuman 2.0 | MPJPE45.7 | 15 | |
| 3D Human Generation | THuman2 | FID16.16 | 14 | |
| Surface Normal Estimation | THuman 2.1 | Mean Angular Error13.13 | 10 | |
| Human Novel View Synthesis | THuman 2.0 | PSNR30.93 | 9 | |
| 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 | |
| Single-view 3D Human Reconstruction | THuman2 Side view 74 | PSNR24.35 | 8 | |
| Single-view 3D Human Reconstruction | THuman2 Frontal view 74 | PSNR23.96 | 8 | |
| Novel View Synthesis | THuman 2.1 | PSNR29.8 | 8 | |
| Point Cloud Compression | Thuman (test) | Bitrate (bpp)1.58 | 8 | |
| Surface Normal Estimation | THuman 2.0 | Mean Angular Error (MAE)11.84 | 8 |
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