4D-Dress
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multi-view 3D reconstruction | 4D-DRESS | AUC @ 1cm76 | 21 | |
| Shape Prediction | 4D-Dress | Mean Value7.399 | 16 | |
| Multi-view 3D reconstruction | 4D-DRESS (test) | AUC @ 1cm66 | 10 | |
| Novel View Synthesis | 4D-DRESS (test) | BD-rate (PSNR)-67.46 | 9 | |
| Novel View Synthesis | 4D-DRESS 43 (test) | BD-rate (SSIM)-52.45 | 9 | |
| 3D Human Reconstruction | 4D-Dress | Chamfer Distance1.14 | 9 | |
| 3D Clothed Human Reconstruction | 4D-DRESS cloth + human | CD2.271 | 8 | |
| 3D Cloth Decomposition | 4D-DRESS cloth | Chamfer Distance (CD)2.782 | 8 | |
| 4D Reconstruction | 4D-Dress 1.0 (test) | Overall Score0.9 | 8 | |
| Human Mesh Recovery | 4D-DRESS partial | PA-MPJPE22.7 | 7 | |
| Human Mesh Recovery | 4D-DRESS | PA-MPJPE17.3 | 7 | |
| Point Cloud Body Fitting | 4D-DRESS SMPL-X (test) | V2V Error (All)0.589 | 6 | |
| 3D Human Body Reconstruction | 4D-Dress | V2V Error (All)1.897 | 6 | |
| Human performance capture | 4D-Dress (test) | PSNR25.07 | 6 | |
| Full-Avatar Reconstruction | 4D-DRESS (first frame of 82 scans) | PSNR35.21 | 4 | |
| 3D Human Body Fitting | 4D-DRESS (test) | V2V Error0.539 | 4 | |
| Clothing reconstruction | 4D-Dress Upper (test) | Chamfer Distance27.4 | 4 | |
| Clothing reconstruction | 4D-Dress Lower (test) | CD27.8 | 4 | |
| 3D Cloth Decomposition | 4D-DRESS | POR Score0.418 | 4 | |
| Garment Disentanglement | 4D-DRESS Outer Garment | CD (mm)29.66 | 3 | |
| Garment Disentanglement | 4D-DRESS Lower Garment | Chamfer Distance (mm)23.09 | 3 | |
| Garment Disentanglement | 4D-DRESS Upper Garment | Chamfer Distance (mm)23.02 | 3 | |
| Novel Pose Synthesis | 4D-DRESS (test) | PSNR28.06 | 3 | |
| Recomposition | 4D-Dress 00190-Inner-Take2 | SSIM0.9857 | 3 | |
| Recomposition | 4D-Dress 00175-Inner-Take4 | SSIM0.9882 | 3 |
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