Research map / 3D vision / Face and shape
OSSO: Obtaining Skeletal Shape From Outside
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Predict skeleton shape and position from the body surface using learned DXA-derived mappings | OSSO · UK Biobank test set, male and female | intersection ratio (%): 84 -> 88; 88 -> 89 | Helped |
| Predict skeleton shape and position from the body surface using learned DXA-derived mappings | OSSO · UK Biobank test set, male and female | directed Hausdorff distance (px): 14.4 ± 2.9 -> 10.6 ± 3.2; 11.5 ± 3.1 -> 9.1 ± 2.3 | Helped |
| Increase the skeleton PCA representation from 3 to 5 components (ablation) | OSSO skeleton shape model · Skeleton shape space, male and female | reconstruction error (mm): 7.59 ± 4.79 -> 5.55 ± 3.49; 7.79 ± 4.86 -> 5.14 ± 3.27 | Helped |
| Increase the skeleton PCA representation from 5 to 10 components (ablation) | OSSO skeleton shape model · Skeleton shape space, male and female | reconstruction error (mm): 5.55 ± 3.49 -> 3.14 ± 2.19; 5.14 ± 3.27 -> 3.02 ± 2.14 | Helped |
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