RenderPeople
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| 3D Human Reconstruction | RenderPeople (test) | Normal Error0.03 | 16 | |
| Monocular 3D human reconstruction | RenderPeople | Chamfer Distance0.339 | 13 | |
| 3D human reconstruction | RenderPeople | Normal Error0.024 | 12 | |
| 3D Human Mesh Recovery | RenderPeople | MPJPE42.3 | 8 | |
| Dense Correspondence Search | RenderPeople Intra-Subject (test) | EPE (Non-Occluded)11.91 | 8 | |
| Novel Pose Synthesis | RenderPeople | FID19.46 | 7 | |
| Novel View Synthesis | RenderPeople | FID17.05 | 7 | |
| 3D clothed human reconstruction | RenderPeople | εcd1.345 | 7 | |
| Novel View Synthesis | RenderPeople 33 (synthetic) | PSNR32.36 | 6 | |
| Clothed Human Reconstruction | RenderPeople Posed | Chamfer Distance1.5142 | 6 | |
| 3D Human Reconstruction | Renderpeople 100 scans (OOD outfits) | Chamfer Distance1.296 | 6 | |
| Occlusion Detection | RenderPeople Intra-Subject (test) | AP91.38 | 6 | |
| Dense human correspondences | RenderPeople Intra-Subject | Non-MPJPE3.95 | 6 | |
| 3D human shape reconstruction | RenderPeople (Unseen Poses) | CD0.76 | 6 | |
| 3D human shape reconstruction | RenderPeople Seen Poses | CD0.66 | 6 | |
| Single-view reconstruction | RenderPeople (test) | Normal Error0.107 | 6 | |
| Sparse-view Human Reconstruction | RenderPeople (test) | PSNR25.12 | 5 | |
| Novel View Synthesis | RenderPeople in-domain 1.0 (test) | PSNR27 | 5 | |
| unconditional 3D human generation | RenderPeople (test) | FID (CLIP)12.11 | 5 | |
| Single-view human reconstruction | RenderPeople original scale (test) | P2S0.55 | 5 | |
| 3D Scene Decomposition | RenderPeople (test) | CLIP TI Direction Similarity0.1117 | 3 | |
| Clothed Human Reconstruction | RenderPeople (Canonical) | Chamfer Distance1.5401 | 3 | |
| Tracking | RenderPeople (test) | EPE (Pixels)0.034 | 3 | |
| Reconstruction | RenderPeople (test) | IoU78.5 | 3 |
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