Research map / 3D vision / Human pose estimation
Disentangling Latent Hands for Image Synthesis and Pose Estimation
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use CPose, viewpoint, and 3DPose labels in the semi-supervised setting | dVAE · RHD | mean EPE: up to 3.5% | Helped |
| Use additional images and viewpoint labels in the weakly-supervised setting | dVAE · RHD | mean EPE: up to 7.5% | Helped |
| Use dVAE rather than the compared two-stream method | RGB hand pose estimation · RHD and STB | CPose mean EPE | Helped |
| Use dVAE rather than the compared two-stream method | RGB hand pose estimation · RHD and STB | 3DPose mean EPE | Helped |
| Use dVAE rather than the method using depth images as additional training data | RGB hand pose estimation · RHD | PCK AUC: 0.038 | Hurt |
| Use dVAE rather than the method using depth images as additional training data | RGB hand pose estimation · STB | PCK AUC: 0.03 | Hurt |
Closest papers by meaning
- Cross-Modal Deep Variational Hand Pose Estimation (CVPR 2018 · similarity 0.91)
- HOLD: Category-agnostic 3D Reconstruction of Interacting Hands and Objects from Video (CVPR 2024 · similarity 0.86)
- FoundHand: Large-Scale Domain-Specific Learning for Controllable Hand Image Generation (CVPR 2025 · similarity 0.86)
- SRHand: Super-Resolving Hand Images and 3D Shapes via View/Pose-aware Neural Image Representations and Explicit Meshes (NeurIPS 2025 · similarity 0.86)
- HandBooster: Boosting 3D Hand-Mesh Reconstruction by Conditional Synthesis and Sampling of Hand-Object Interactions (CVPR 2024 · similarity 0.86)
- Keypoint Fusion for RGB-D Based 3D Hand Pose Estimation (AAAI 2024 · similarity 0.86)
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