Research map / 3D vision / Human pose estimation
Pushing the Envelope for RGB-Based Dense 3D Hand Pose Estimation via Neural Rendering
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use the full dense hand mesh estimator instead of the compared segmentation methods | Hand segmentation · RHD | IoU score | Helped |
| Add iterative testing refinement (ablation) | DHPE · DO | 3D pose estimation accuracy | Helped |
| Add iterative testing refinement (ablation) | DHPE · RHD | 3D pose estimation accuracy | No clear effect |
| Add self-supervised data augmentation using fitted meshes (ablation) | DHPE · RHD and DO | 3D pose estimation accuracy | Helped |
| Add 2D evidence losses for joint and feature supervision (ablation) | DHPE · RHD and DO | 3D pose estimation accuracy | Helped |
| Schedule the shape-loss weight based on articulation error instead of keeping it constant (ablation) | DHPE training · RHD and DO | test error | Helped |
| Jointly estimate hand shape and pose rather than estimating pose alone (ablation) | DHPE · RHD | 3D pose estimation accuracy | Helped |
| Use both 2D features and 2D skeletons as inputs to iterative mesh estimation (ablation) | DHPE · RHD and DO | 3D pose estimation accuracy | Helped |
| Add a 2D pose refiner trained with auxiliary 2D joint supervision (ablation) | DHPE · RHD and DO | 3D pose estimation accuracy | Helped |
Closest papers by meaning
- 3D Hand Shape and Pose Estimation From a Single RGB Image (CVPR 2019 · similarity 0.93)
- Neural Voting Field for Camera-Space 3D Hand Pose Estimation (CVPR 2023 · similarity 0.92)
- Keypoint Fusion for RGB-D Based 3D Hand Pose Estimation (AAAI 2024 · similarity 0.90)
- SRHand: Super-Resolving Hand Images and 3D Shapes via View/Pose-aware Neural Image Representations and Explicit Meshes (NeurIPS 2025 · similarity 0.89)
- SiMA-Hand: Boosting 3D Hand-Mesh Reconstruction by Single-to-Multi-View Adaptation (AAAI 2024 · similarity 0.89)
- HandBooster: Boosting 3D Hand-Mesh Reconstruction by Conditional Synthesis and Sampling of Hand-Object Interactions (CVPR 2024 · similarity 0.89)
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