Research map / 3D vision / Face and shape
KeypointDeformer: Unsupervised 3D Keypoint Discovery for Shape Control
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use KeypointDeformer keypoints instead of Fernandez et al. keypoints | KeypointDeformer semantic keypoint evaluation · Airplane | semantic part correlation: 0.78 -> 0.85 | Helped |
| Use KeypointDeformer keypoints instead of Fernandez et al. keypoints | KeypointDeformer semantic keypoint evaluation · Car | semantic part correlation: 0.66 -> 0.73 | Helped |
| Use KeypointDeformer keypoints instead of Fernandez et al. keypoints | KeypointDeformer semantic keypoint evaluation · Chair | semantic part correlation: 0.80 -> 0.88 | Helped |
| Use KeypointDeformer keypoints instead of Chen et al. keypoints | KeypointDeformer semantic keypoint evaluation · Motorbike | semantic part correlation: 0.91 -> 0.93 | Helped |
| Use KeypointDeformer keypoints instead of Fernandez et al. keypoints | KeypointDeformer semantic keypoint evaluation · Table | semantic part correlation: 0.85 -> 0.92 | Helped |
Closest papers by meaning
- Unsupervised 3D Structure Inference from Category-Specific Image Collections (CVPR 2024 · similarity 0.90)
- KP-RED: Exploiting Semantic Keypoints for Joint 3D Shape Retrieval and Deformation (CVPR 2024 · similarity 0.90)
- Discovery of Latent 3D Keypoints via End-to-end Geometric Reasoning (NeurIPS 2018 · similarity 0.90)
- Key-Grid: Unsupervised 3D Keypoints Detection using Grid Heatmap Features (NeurIPS 2024 · similarity 0.90)
- SNAKE: Shape-aware Neural 3D Keypoint Field (NeurIPS 2022 · similarity 0.89)
- Back to 3D: Few-Shot 3D Keypoint Detection with Back-Projected 2D Features (CVPR 2024 · similarity 0.88)
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