FAUST
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Shape Matching | FAUST (test) | Mean Geodesic Error0.013 | 85 | |
| 3D Shape Correspondence | FAUST remeshed (test) | Mean Geodesic Error (x100)1.5 | 65 | |
| Point Cloud Matching | FAUST_r | Mean Geodesic Error0.024 | 23 | |
| Near-Isometric Shape Matching | FAUST (last 20 shapes) | Pointwise Geodesic Error1.7 | 16 | |
| Shape correspondence estimation | FAUST | Geodesic Error (Scaled)1.5 | 14 | |
| Human Shape Matching | FAUST (test) | Correspondence Error0.019 | 14 | |
| Non-rigid shape matching | FAUST | Mean Geodesic Error1.5 | 11 | |
| 3D Shape Reconstruction | FAUST (real scans) | CD10.23 | 9 | |
| Surface Reconstruction | FAUST | CD121.7 | 8 | |
| 3D Point Cloud Registration | FAUST partial | Recall Rate92.81 | 8 | |
| Shape Matching | FAUST within a class | Runtime (min)4 | 7 | |
| Part Segmentation | FAUST | mIoU67.8 | 6 | |
| Intrinsic symmetry detection | FAUST (test) | Geodesic Error0.025 | 6 | |
| Partial shape matching | FAUST-PV | Mean Geodesic Error (x100)5.3 | 6 | |
| 3D shape matching | FAUST registration subset | AUC98.9 | 6 | |
| Dense shape correspondence | Faust | Zero Geodesic Error63.8 | 6 | |
| Shape classification | FAUST 1000 | Accuracy42.7 | 5 | |
| Shape classification | FAUST 500 | Accuracy38.6 | 5 | |
| Shape Matching | FAUST | Geodesic Error0.048 | 5 | |
| Left/right classification | FAUST | Accuracy (L/R)96.28 | 5 | |
| Shape Correspondence | FAUST on SCAPE (test) | Correspondence Error (x100)9.2 | 5 | |
| 3D Shape Segmentation Transfer | FAUST | Coarse Segmentation Score87.8 | 4 | |
| 3D Reconstruction | FAUST (val) | Chamfer Distance15.47 | 3 | |
| Non-rigid shape matching | FAUST noise-free | EProb0.041 | 2 | |
| Non-rigid shape matching | FAUST (noisy) | eProb0.047 | 2 |
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