Research map / 3D vision / Face and shape
Neural Head Avatars From Monocular RGB Videos
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Replace FLAME-only geometry with FLAME plus learned geometry refinement | Neural Head Avatars · Synthetic dataset, full head | Hausdorff distance (mm): 5.5 -> 2.6; 4.8 -> 2.5; 6.1 -> 3.0; 5.7 -> 3.1 | Helped |
| Replace FLAME-only geometry with learned geometry refinement | Neural Head Avatars · Synthetic dataset | Normal angular error: 15.8° -> 14.4°; 13.3° -> 12.2°; 15.0° -> 13.7°; 14.8° -> 13.7° | Helped |
| Replace FLAME-only geometry with learned geometry refinement | Neural Head Avatars · Synthetic dataset, face | Hausdorff distance (mm): 1.4 -> 1.2; 0.9 -> 0.9; 1.5 -> 1.4; 1.1 -> 1.2 | Mixed |
| Use Neural Head Avatars instead of DVP | Novel pose and expression synthesis · Real dataset validation | L1: 0.042 -> 0.033 | Helped |
| Use Neural Head Avatars instead of FOMM | Novel pose and expression synthesis · Real dataset validation | MS-SSIM: 0.911 -> 0.923 | Helped |
| Use Neural Head Avatars instead of DVP | Novel pose and expression synthesis · Real dataset validation | LPIPS: 0.098 -> 0.079 | Helped |
| Use Neural Head Avatars instead of NerFACE | Novel pose and expression synthesis · Real dataset validation | CSIM: 0.864 -> 0.884 | Helped |
| Use Neural Head Avatars instead of DVP | Novel pose and expression synthesis · Real dataset validation | CPBD: 0.632 -> 0.674 | Helped |
| Add FLAME neck-pose conditioning to geometry refinement instead of static vertex offsets (ablation) | Neural Head Avatars · Real dataset, neck geometry | Neck reconstruction quality | Helped |
| Add pose and expression conditioning to the texture network instead of using a static texture (ablation) | Neural Head Avatars · Real dataset, dynamic face regions | Synthesis authenticity | Helped |
| Add the eye-lid distance landmark energy (ablation) | Neural Head Avatars · Real dataset, eye blinks | Eye closure reconstruction | Helped |
| Add the photometric energy term (ablation) | Neural Head Avatars · Real dataset | Color reproduction | Helped |
Closest papers by meaning
- Gaussian Eigen Models for Human Heads (CVPR 2025 · similarity 0.90)
- DiffusionAvatars: Deferred Diffusion for High-fidelity 3D Head Avatars (CVPR 2024 · similarity 0.89)
- Efficient 3D Implicit Head Avatar with Mesh-anchored Hash Table Blendshapes (CVPR 2024 · similarity 0.89)
- Synthetic Prior for Few-Shot Drivable Head Avatar Inversion (CVPR 2025 · similarity 0.89)
- High-Fidelity 3D Head Avatars Reconstruction through Spatially-Varying Expression Conditioned Neural Radiance Field (AAAI 2024 · similarity 0.89)
- RGBAvatar: Reduced Gaussian Blendshapes for Online Modeling of Head Avatars (CVPR 2025 · similarity 0.89)
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