Research map / 3D vision / NeRF and radiance fields
Surface-Aligned Neural Radiance Fields for Controllable 3D Human Synthesis
Check 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 surface-aligned representation and dispersed projection instead of the compared baseline representations | Surface-Aligned NeRF · ZJU-MoCap unseen pose | PSNR: 23.49 -> 24.42 | Helped |
| Use surface-aligned representation and mesh-aligned deformation | Surface-Aligned NeRF · Human3.6M unseen pose | PSNR: 22.55 -> 23.25 | Helped |
| Add skeleton pose input (ablation) | Surface-Aligned NeRF · ZJU-MoCap Kick | PSNR: 26.58 -> 27.77 | Helped |
| Add skeleton pose input (ablation) | Surface-Aligned NeRF · ZJU-MoCap Kick | SSIM: 0.915 -> 0.927 | Helped |
| Use dispersed projection instead of nearest point projection (ablation) | Surface-Aligned NeRF · ZJU-MoCap Kick | PSNR: 27.38 -> 27.77 | Helped |
| Use dispersed projection instead of nearest point projection (ablation) | Surface-Aligned NeRF · ZJU-MoCap Kick | SSIM: 0.923 -> 0.927 | Helped |
Closest papers by meaning
- H-NeRF: Neural Radiance Fields for Rendering and Temporal Reconstruction of Humans in Motion (NeurIPS 2021 · similarity 0.90)
- A-NeRF: Articulated Neural Radiance Fields for Learning Human Shape, Appearance, and Pose (NeurIPS 2021 · similarity 0.89)
- Neural Body: Implicit Neural Representations With Structured Latent Codes for Novel View Synthesis of Dynamic Humans (CVPR 2021 · similarity 0.89)
- Template-free Articulated Neural Point Clouds for Reposable View Synthesis (NeurIPS 2023 · similarity 0.88)
- Pose Modulated Avatars from Video (ICLR 2024 · similarity 0.87)
- ANIM: Accurate Neural Implicit Model for Human Reconstruction from a single RGB-D Image (CVPR 2024 · similarity 0.87)
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.