Research map / 3D vision / Face and shape
3D GAN Inversion With Facial Symmetry Prior
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use facial symmetry prior during latent inversion (ablation) | EG3D inversion · MEAD L60 | MSE: 0.08951 -> 0.04824 | Helped |
| Use facial symmetry prior during latent inversion (ablation) | EG3D inversion · MEAD R60 | ID: 0.7461 -> 0.8140 | Helped |
| Fine-tune generator parameters after latent inversion (ablation) | EG3D inversion with symmetry prior · MEAD L60 | MSE: 0.04824 -> 0.04087 | Helped |
| Add geometry regularization during joint optimization (ablation) | EG3D inversion with joint optimization · MEAD L60 | MSE: 0.04087 -> 0.04032 | Helped |
| Add depth-guided warping pseudo supervision (ablation) | EG3D inversion with geometry regularization · MEAD F | LPIPS: 0.3123 -> 0.3088 | Helped |
| Add depth-guided warping pseudo supervision (ablation) | EG3D inversion with geometry regularization · MEAD L30 | MSE: 0.03303 -> 0.03399 | Hurt |
| Add depth-guided warping pseudo supervision (ablation) | EG3D inversion with geometry regularization · MEAD L60 | LPIPS: 0.3134 -> 0.3113 | Helped |
| Filter conflicting regions from mirrored-view supervision with authentic masks and constraints (ablation) | EG3D generator optimization · face reconstruction and novel views | visual fidelity | Helped |
| Use the full mirror image without filtering conflict areas (ablation) | EG3D generator optimization · face reconstruction and novel views | visual fidelity | Hurt |
| Add adjacent-view depth-guided warping (ablation) | EG3D generator optimization · novel views | texture detail | Helped |
| Add depth regularization against the rough geometry (ablation) | EG3D generator optimization · novel views | geometry quality | Helped |
| Use joint generator-parameter optimization after latent inversion (ablation) | EG3D inversion · face reconstruction | texture detail | Helped |
Closest papers by meaning
- High-Fidelity 3D GAN Inversion by Pseudo-Multi-View Optimization (CVPR 2023 · similarity 0.93)
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- In-N-Out: Faithful 3D GAN Inversion with Volumetric Decomposition for Face Editing (CVPR 2024 · similarity 0.91)
- Dual Encoder GAN Inversion for High-Fidelity 3D Head Reconstruction from Single Images (NeurIPS 2024 · similarity 0.90)
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