Research map / 3D vision / Face and shape
ICON: Implicit Clothed Humans Obtained From Normals
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use local point features rather than global image/normal encoder features (ablation) | ICON · CAPE-NFP | Chamfer: 1.096 vs 1.254; 1.096 vs 1.180 | Helped |
| Add SMPL-X body-normal conditioning to normal prediction (ablation) | ICON · CAPE | Chamfer: 1.156 -> 1.142 | Helped |
| Add the body-normal feature to local implicit features (ablation) | ICON · CAPE | Chamfer: 1.235 -> 1.142 | Helped |
| Add the body-refinement module when SMPL-X is perturbed (ablation) | ICON · CAPE | Chamfer: 1.417 -> 1.339 | Helped |
| Use 50 feedback-loop refinement iterations rather than none (ablation) | ICON · CAPE | Chamfer: 1.417 -> 1.339 | Helped |
| Use 50 feedback-loop refinement iterations rather than 10 (ablation) | ICON · CAPE | P2S: 1.515 -> 1.378 | Helped |
| Use ICON instead of PaMIR | clothed-human reconstruction · CAPE-NFP | Chamfer: 2.216 -> 1.096 | Helped |
| Use body prior for back-side normal prediction (ablation) | normal prediction on in-the-wild images · In-the-wild images, back normals | preference: 52.9% vs 47.1%; P-value 6.66e-2 | No clear effect |
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