Research map / 3D vision / Face and shape
Consensus of Non-Rigid Reconstructions
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use random small trajectory groups, weak reconstructions, reflection correction, and median consensus instead of a single global reconstruction | Non-rigid structure from motion · dance | reconstruction error: 0.1370 -> 0.0759 | Helped |
| Use random-group consensus reconstruction | Non-rigid structure from motion · capoeira | reconstruction error: 0.2465 -> 0.1725 | Helped |
| Use random-group consensus reconstruction | Non-rigid structure from motion · walking | reconstruction error: 0.0465 -> 0.0396 | Helped |
| Use random-group consensus reconstruction | Non-rigid structure from motion · face | reconstruction error: 0.0165 -> 0.0248 | Hurt |
| Use random-group consensus reconstruction | Non-rigid structure from motion · shark | reconstruction error: 0.0134 -> 0.0832 | Hurt |
| Use random-group consensus reconstruction | Non-rigid structure from motion · flag | reconstruction error: 0.0325 -> 0.0387 | Hurt |
| Use random-group consensus reconstruction | Non-rigid structure from motion · pace | reconstruction error: 0.0882 -> 0.0648 | Helped |
| Use random-group consensus reconstruction | Non-rigid structure from motion · drink, 60° rotation | reconstruction error: 0.0411 -> 0.0431 | Hurt |
| Use random-group consensus reconstruction | Non-rigid structure from motion · pickup, 60° rotation | reconstruction error: 0.1580 -> 0.1281 | Helped |
| Use random-group consensus reconstruction | Non-rigid structure from motion · yoga, 60° rotation | reconstruction error: 0.2463 -> 0.1845 | Helped |
| Use random-group consensus reconstruction | Non-rigid structure from motion · stretch, 90° rotation | reconstruction error: 0.0773 -> 0.0797 | Hurt |
| Use random-group consensus reconstruction | Non-rigid structure from motion · drink, 120° rotation | reconstruction error: 0.0424 -> 0.0304 | Helped |
Closest papers by meaning
- Scalable Dense Non-Rigid Structure-From-Motion: A Grassmannian Perspective (CVPR 2018 · similarity 0.88)
- Structure From Recurrent Motion: From Rigidity to Recurrency (CVPR 2018 · similarity 0.87)
- Local Non-Rigid Structure-From-Motion From Diffeomorphic Mappings (CVPR 2020 · similarity 0.87)
- Non-Rigid Structure-from-Motion: Temporally-Smooth Procrustean Alignment and Spatially-Variant Deformation Modeling (CVPR 2024 · similarity 0.87)
- Learning Partonomic 3D Reconstruction from Image Collections (CVPR 2025 · similarity 0.85)
- Deep Non-Rigid Structure-from-Motion Revisited: Canonicalization and Sequence Modeling (AAAI 2025 · similarity 0.85)
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