Research map / 3D vision / Human pose estimation
Handy: Towards a High Fidelity 3D Hand Shape and Appearance Model
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use Handy rather than MANO for hand shape modeling | Hand reconstruction · Children's hands under age 12 | Per-vertex reconstruction error (mm): 0.77 -> 0.21 | Helped |
| Use the proposed high-resolution GAN texture model instead of HTML | Hand texture reconstruction · Texture reconstruction | LPIPS: 0.092 -> 0.010 | Helped |
| Train using the proposed synthetic dataset rather than Obman (ablation) | Handy pose and shape reconstruction · FreiHand | MPVPE: 9.9 -> 8.8 | Helped |
| Use a GAN texture model rather than a PCA texture model (ablation) | Handy texture reconstruction · Texture reconstruction | L1 (×10−2): 1.44 -> 0.47 | Helped |
| Increase shape components from 10 to 30 (ablation) | Handy shape model · Children's hands under age 12 | Per-vertex reconstruction error (mm): 0.42 -> 0.21 | Helped |
| Use the higher-resolution Handy template rather than the MANO template (ablation) | Handy shape model with 30 components · Children's hands under age 12 | Per-vertex reconstruction error (mm): 0.25 -> 0.21 | Helped |
| Increase shape components from 10 to 30 (ablation) | Handy shape model · MANO dataset point clouds | R2S (mm): 0.16 -> 0.11 | Helped |
Closest papers by meaning
- EasyHOI: Unleashing the Power of Large Models for Reconstructing Hand-Object Interactions in the Wild (CVPR 2025 · similarity 0.90)
- Fine-Grained Multi-View Hand Reconstruction Using Inverse Rendering (AAAI 2024 · similarity 0.89)
- SRHand: Super-Resolving Hand Images and 3D Shapes via View/Pose-aware Neural Image Representations and Explicit Meshes (NeurIPS 2025 · similarity 0.89)
- HOLD: Category-agnostic 3D Reconstruction of Interacting Hands and Objects from Video (CVPR 2024 · similarity 0.88)
- HanDiffuser: Text-to-Image Generation With Realistic Hand Appearances (CVPR 2024 · similarity 0.88)
- HandBooster: Boosting 3D Hand-Mesh Reconstruction by Conditional Synthesis and Sampling of Hand-Object Interactions (CVPR 2024 · similarity 0.88)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.