Hi4D
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Surface Normal Estimation | Hi4D | MAE11.01 | 32 | |
| Depth Estimation | Hi4D (test) | RMSE0.07 | 15 | |
| 3D Human Interaction Reconstruction | Hi4D | MPJPE59.1 | 14 | |
| Video Depth Estimation | Hi4D | OPW0.007 | 13 | |
| 3D Human Pose Estimation | Hi4D (test) | MPJPE12.44 | 8 | |
| Dynamic Surface Reconstruction | Hi4D Backhug02 | Accuracy3.05 | 8 | |
| Dynamic Surface Reconstruction | Hi4D (Basketball13) | Accuracy4.87 | 8 | |
| Dynamic Surface Reconstruction | Hi4D (Fight17) | Accuracy3.71 | 8 | |
| Dynamic Surface Reconstruction | Hi4D (Football18) | Accuracy3.05 | 8 | |
| Dynamic Surface Reconstruction | Hi4D (Talk22) | Accuracy3.73 | 8 | |
| Dynamic Surface Reconstruction | Hi4D Cheers37 | Accuracy3.05 | 8 | |
| Monocular Depth Estimation | Hi4D | RMSE0.114 | 8 | |
| 3D Human Pose Estimation | Hi4D | MPJPE50.3 | 8 | |
| Two-person Pose Refinement | Hi4D 50 (test) | PA-MPJPE81 | 6 | |
| Dynamic Scene Surface Reconstruction | Hi4D | Accuracy STD0.22 | 5 | |
| Interaction Reconstruction | HI4D 14 joints (test) | PA-MPJPE30.1 | 5 | |
| 3D Human Interaction Reconstruction | Hi4D (test) | RE83.6 | 4 | |
| Dense hand contact estimation | Hi4D (test) | Precision55.5 | 4 | |
| Novel View Synthesis | Hi4D pair01-hug | PSNR25.14 | 4 | |
| Novel View Synthesis | Hi4D (pair00-dance) | PSNR23.76 | 4 | |
| Detailed geometry reconstruction | Hi4D | IoU90.6 | 4 | |
| 3D Human Reconstruction | Hi4D (test) | V-IoU0.816 | 3 | |
| Instance Segmentation | Hi4D | IoU96.3 | 3 | |
| Human Motion Estimation | Hi4D | Joint Error (Local)38.6 | 2 | |
| Novel View Synthesis | Hi4D (test) | SSIM0.915 | 2 |
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