Research map / 3D vision / Face and shape
AniFaceGAN: Animatable 3D-Aware Face Image Generation for Video Avatars
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add expression-driven deformation field (ablation) | AniFaceGAN · FFHQ | FID: 28.3 -> 19.9 | Helped |
| add 3D landmark loss (ablation) | AniFaceGAN · FFHQ | FID: 22.4 -> 19.9 | Helped |
| add Chamfer geometry loss (ablation) | AniFaceGAN · FFHQ | FID: 21.8 -> 19.9 | Helped |
| add deformation imitation loss L_3DMM (ablation) | AniFaceGAN · FFHQ | FID: 19.8 -> 19.9 | No clear effect |
| use 3D landmark loss instead of 2D landmark loss (ablation) | AniFaceGAN · FFHQ | FID: 22.1 -> 19.9 | Helped |
| use 3D deformation + 3D imitation instead of GRAM with 2D imitative-contrastive losses (DiscoFaceGRAM) | GRAM-based generator · FFHQ | FID: 23.9 -> 19.9 | Helped |
| add expression control to GRAM | GRAM · FFHQ | FID: 19.4 -> 19.9 | Hurt |
| use AniFaceGAN instead of GRAM+PIRenderer | GRAM · NeuS multiview reconstruction | PSNR: 38.1 -> 41.1 | Helped |
Closest papers by meaning
- LeGO: Leveraging a Surface Deformation Network for Animatable Stylized Face Generation with One Example (CVPR 2024 · similarity 0.89)
- 3D²-Actor: Learning Pose-Conditioned 3D-Aware Denoiser for Realistic Gaussian Avatar Modeling (AAAI 2025 · similarity 0.88)
- Morphable Diffusion: 3D-Consistent Diffusion for Single-image Avatar Creation (CVPR 2024 · similarity 0.88)
- High-Fidelity 3D Head Avatars Reconstruction through Spatially-Varying Expression Conditioned Neural Radiance Field (AAAI 2024 · similarity 0.87)
- In-N-Out: Faithful 3D GAN Inversion with Volumetric Decomposition for Face Editing (CVPR 2024 · similarity 0.87)
- Real3D-Portrait: One-shot Realistic 3D Talking Portrait Synthesis (ICLR 2024 · similarity 0.87)
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