DeformingThings4D
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Scene Flow Estimation | DeformingThings4D | EPE76.2 | 9 | |
| Dynamic Animal Body Modeling | DeformingThings4D (Unseen individual) | IoU64.7 | 6 | |
| Dynamic Animal Body Modeling | DeformingThings4D (Seen individual) | IoU80.3 | 6 | |
| Object-level 4D Reconstruction | DeformingThings4D-Animals (Unseen Individual) | Accuracy6.1 | 5 | |
| Object-level 4D Reconstruction | DeformingThings4D Animals (Unseen Motion) | Accuracy5.5 | 5 | |
| Dynamic 3D Reconstruction | DeformingThings4D++ | mIoU0.602 | 5 | |
| 4D Shape Generation | DeformingThings4D (test) | MMD15.6 | 3 | |
| Skeleton Generation | DeformingThings4D | PJDD0.68 | 3 | |
| Temporal Stability | DeformingThings4D (DT4D) (val) | PJDD0.68 | 2 |
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