Research map / 3D vision / Face and shape
[Re] Lifting 2D StyleGAN for 3D-Aware Face Generation
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add symmetric reconstruction loss (ablation) | LiftedGAN · StyleGAN2-generated faces | Depth error: 0.623 -> 0.435 | Helped |
| Add symmetric reconstruction loss (ablation) | LiftedGAN · StyleGAN2-generated faces | Yaw error: 9.37 -> 1.86 | Helped |
| Add perturbation loss (ablation) | LiftedGAN · StyleGAN2-generated faces | Depth error: 0.548 -> 0.435 | Helped |
| Add perturbation loss (ablation) | LiftedGAN · StyleGAN2-generated faces | FID: 21.30 -> 29.81 | Hurt |
| Add identity regularization loss (ablation) | LiftedGAN · StyleGAN2-generated faces | Depth error: 0.498 -> 0.435 | Helped |
| Add identity regularization loss (ablation) | LiftedGAN · StyleGAN2-generated faces | FID: 30.63 -> 29.81 | Hurt |
| Add albedo consistency loss (ablation) | LiftedGAN · StyleGAN2-generated faces | Depth error: 0.467 -> 0.435 | Helped |
| Add albedo consistency loss (ablation) | LiftedGAN · StyleGAN2-generated faces | FID: 27.34 -> 29.81 | Hurt |
Closest papers by meaning
- Lifting 2D StyleGAN for 3D-Aware Face Generation (CVPR 2021 · similarity 0.92)
- Dual Mapping of 2D StyleGAN for 3D-Aware Image Generation and Manipulation (Student Abstract) (AAAI 2024 · similarity 0.84)
- Fast Text-to-3D-Aware Face Generation and Manipulation via Direct Cross-modal Mapping and Geometric Regularization (ICML 2024 · similarity 0.84)
- Controllable 3D Face Generation with Conditional Style Code Diffusion (AAAI 2024 · similarity 0.83)
- Text-Guided 3D Face Synthesis - From Generation to Editing (CVPR 2024 · similarity 0.83)
- Enhancing Identity-Deformation Disentanglement in StyleGAN for One-Shot Face Video Re-Enactment (AAAI 2025 · similarity 0.83)
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