Research map / 3D vision / Face and shape
RigNeRF: Fully Controllable Neural 3D Portraits
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Replace pose and expression parameters as deformation-MLP inputs with the 3DMM deformation (ablation) | RigNeRF · Held-out test set | LPIPS: 0.183 -> 0.161 | Helped |
| Replace pose and expression parameters as deformation-MLP inputs with the 3DMM deformation (ablation) | RigNeRF · Held-out test set | FaceMSE: 1.5e-4 -> 1.3e-4 | Helped |
| Replace pose and expression parameters as deformation-MLP inputs with the 3DMM deformation (ablation) | RigNeRF · Held-out test set | PSNR: 28.5 -> 29.0 | Helped |
| Add 3DMM-conditioned appearance (ablation) | RigNeRF with 3DMM-deformation input · Held-out test set | LPIPS: 0.161 -> 0.119 | Helped |
| Add 3DMM-conditioned appearance (ablation) | RigNeRF with 3DMM-deformation input · Held-out test set | FaceMSE: 1.3e-4 -> 9.8e-5 | Helped |
| Add 3DMM-conditioned appearance (ablation) | RigNeRF with 3DMM-deformation input · Held-out test set | PSNR: 29.0 -> 29.45 | Helped |
Closest papers by meaning
- ControlFace: Harnessing Facial Parametric Control for Face Rigging (CVPR 2025 · similarity 0.86)
- RealPortrait: Realistic Portrait Animation with Diffusion Transformers (AAAI 2025 · similarity 0.86)
- DiffPortrait3D: Controllable Diffusion for Zero-Shot Portrait View Synthesis (CVPR 2024 · similarity 0.86)
- DiffusionAvatars: Deferred Diffusion for High-fidelity 3D Head Avatars (CVPR 2024 · similarity 0.86)
- Synthetic Prior for Few-Shot Drivable Head Avatar Inversion (CVPR 2025 · similarity 0.86)
- High-Fidelity 3D Head Avatars Reconstruction through Spatially-Varying Expression Conditioned Neural Radiance Field (AAAI 2024 · similarity 0.86)
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