Research map / 3D vision / Face and shape
Learning to Reconstruct People in Clothing From a Single RGB Camera
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Apply instance-specific top-down optimization (ablation) | Octopus · LifeScans, 55 test samples, F=8 | mean vertex error (mm): 4.47 ±4.45 -> 4.00 ±3.94 | Helped |
| Apply instance-specific top-down optimization (ablation) | Octopus with GT poses · LifeScans, 55 test samples, F=8 | mean vertex error (mm): 4.47 ±4.41 -> 3.17 ±3.41 | Helped |
| Use inferred poses rather than ground-truth poses (ablation) | Octopus · LifeScans, 55 test samples, F=8, before optimization | mean vertex error (mm): 4.47 ±4.41 -> 4.47 ±4.45 | No clear effect |
| Reduce full supervision from 100% to 50% (ablation) | Octopus shape branch · LifeScans, 55 test samples, F=8, before optimization | mean vertex error (mm): 4.47 ±4.41 -> 4.57 ±4.52 | No clear effect |
| Reduce full supervision from 100% to 20% (ablation) | Octopus shape branch · LifeScans, 55 test samples, F=8, before optimization | mean vertex error (mm): 4.47 ±4.41 -> 4.74 ±4.65 | No clear effect |
| Reduce full supervision from 100% to 10% (ablation) | Octopus shape branch · LifeScans, 55 test samples, F=8, before optimization | mean vertex error (mm): 4.47 ±4.41 -> 4.73 ±4.56 | No clear effect |
| Reduce full supervision from 100% to 50% (ablation) | Octopus shape branch · LifeScans, 55 test samples, F=8, after optimization | mean vertex error (mm): 3.17 ±3.41 -> 3.19 ±3.43 | No clear effect |
| Reduce full supervision from 100% to 20% (ablation) | Octopus shape branch · LifeScans, 55 test samples, F=8, after optimization | mean vertex error (mm): 3.17 ±3.41 -> 3.29 ±3.53 | No clear effect |
| Reduce full supervision from 100% to 10% (ablation) | Octopus shape branch · LifeScans, 55 test samples, F=8, after optimization | mean vertex error (mm): 3.17 ±3.41 -> 3.46 ±3.62 | No clear effect |
Closest papers by meaning
- TetraTSDF: 3D Human Reconstruction From a Single Image With a Tetrahedral Outer Shell (CVPR 2020 · similarity 0.88)
- MultiPly: Reconstruction of Multiple People from Monocular Video in the Wild (CVPR 2024 · similarity 0.88)
- SCULPT: Shape-Conditioned Unpaired Learning of Pose-dependent Clothed and Textured Human Meshes (CVPR 2024 · similarity 0.87)
- VS: Reconstructing Clothed 3D Human from Single Image via Vertex Shift (CVPR 2024 · similarity 0.87)
- D^3-Human: Dynamic Disentangled Digital Human from Monocular Video (CVPR 2025 · similarity 0.86)
- FRESA: Feedforward Reconstruction of Personalized Skinned Avatars from Few Images (CVPR 2025 · similarity 0.86)
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