SMAL
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Non-isometric 3D shape matching | SMAL | Mean Geodesic Error0.045 | 58 | |
| Shape Matching | SMAL remeshed (test) | Mean Geodesic Error (x100)0.042 | 20 | |
| Shape Correspondence | SMAL non-iso | Euclidean Error0.037 | 15 | |
| Shape Matching | SMAL | Mean Geodesic Error (x100)2.9 | 15 | |
| Shape correspondence estimation | SMAL | Geodesic Error (x100)3.3 | 14 | |
| Shape Matching | SMAL (test) | Mean Geodesic Error0.053 | 10 | |
| Non-isometric shape matching | SMAL non-isometric (test) | Average Geodesic Error3.6 | 9 | |
| Point Cloud Shape Correspondence | SMAL (test) | Accuracy37.1 | 8 | |
| 3D shape matching | SMAL | AUC92.6 | 8 | |
| Non-rigid Shape Matching | SMAL SO(3) | mGeoErr4.6 | 7 | |
| Non-rigid Shape Matching | SMAL (I/I) | mGeoErr4.6 | 7 | |
| Intrinsic symmetry detection | SMAL (test) | Geodesic Error0.07 | 6 | |
| 3D shape matching | SMAL original (test) | Mean Geodesic Error3.5 | 5 | |
| Point Cloud Shape Correspondence | SMAL | Accuracy36.4 | 5 | |
| Shape Matching | SMAL | Geodesic Error0.045 | 5 | |
| Left/right classification | SMAL | Accuracy (L/R)96.83 | 5 | |
| Biological Skinning | SMAL Hippo Skeleton | mIoU92.4 | 4 | |
| Biological Skinning | SMAL Horse Skeleton | mIoU90.54 | 4 | |
| Shape Correspondence | SMAL Remeshed | AUC74 | 4 | |
| 3D Pose Transfer | SMAL (test) | PMD2.26 | 3 | |
| Geodesic Distance Prediction | SMAL 2000 samples | Mean L1 Error2.3 | 2 | |
| Geodesic Distance Prediction | SMAL 300 samples | Mean L1 Error3.4 | 2 | |
| Shape Correspondence | SMAL Anisotropic | AUC74.9 | 2 | |
| Quadrupedal Pose Transfer | SMAL (Hippos) | PMD8.28 | 2 | |
| Shape Correspondence | SMAL Point Cloud 500 | AUC69.2 | 1 |
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