3D Shapes
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Classification | 3D Shapes A/A (in-distribution) | Classification Error0 | 15 | |
| Mesh Autoencoding | 3D Shapes | Reconstruction Error (mm)0.474 | 8 | |
| Classification | 3D Shapes A/C (local out-of-distribution) | Classification Error0 | 7 | |
| Classification | 3D Shapes A/B (global out-of-distribution) | Error Rate0 | 7 | |
| Image Classification | 3D Shapes (A/C) | Classification Error0 | 5 | |
| Image Classification | 3D Shapes (A B split) | Error Rate0 | 5 | |
| Image Classification | 3D Shapes HSL shifted (test) | Error Rate0 | 4 | |
| 3D Shape Generation | 3D Shapes Single-Exemplar | Encoding/Training Time2.5 | 4 | |
| Image Classification | 3D Shapes component-wise saturation shifts A C | Classification Error0 | 3 | |
| Image Classification | 3D Shapes random saturation shifts A/B | Classification Error Rate0 | 3 | |
| SDF prediction | 3D shapes sparse 64-point observations | Chamfer Distance0.101 | 3 |
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