Research map / Image generation / Editing and style transfer
High-Fidelity and Arbitrary Face Editing
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add the wavelet-based skip-connection carrying high-frequency features (ablation) | HifaFace · CelebA-HQ | FID: 5.22 -> 4.04 | Helped |
| add the high-frequency discriminator (ablation) | HifaFace · CelebA-HQ | FID: 5.34 -> 4.04 | Helped |
| replace a vanilla skip-connection with the wavelet-based skip-connection (ablation) | HifaFace · CelebA-HQ | FID: 5.50 -> 4.04 | Helped |
| use only LL low-frequency features in the skip-connection instead of LH, HL, and HH (ablation) | HifaFace · CelebA-HQ | FID: 5.37 -> 4.04 | Helped |
| exclude LL low-frequency features from the high-frequency skip-connection (ablation) | HifaFace · CelebA-HQ | FID: 4.18 -> 4.04 | Helped |
| add the attribute regression loss (ablation) | HifaFace · attribute interpolation and extrapolation | controllability | Helped |
| train using pseudo-labeled unlabeled FFHQ images in addition to labeled data (ablation) | HifaFace · FFHQ face editing | synthesis quality | Helped |
| use wavelet high-frequency skip features and a high-frequency discriminator instead of cycle-consistency data augmentations (ablation) | HifaFace · CelebA-HQ | FID: 5.49 -> 4.04; 6.06 -> 4.04; 5.15 -> 4.04; 5.34 -> 4.04 | Helped |
Closest papers by meaning
- Text-Guided 3D Face Synthesis - From Generation to Editing (CVPR 2024 · similarity 0.86)
- HiFi-Portrait: Zero-shot Identity-preserved Portrait Generation with High-fidelity Multi-face Fusion (CVPR 2025 · similarity 0.84)
- DreamSalon: A Staged Diffusion Framework for Preserving Identity-Context in Editable Face Generation (CVPR 2024 · similarity 0.84)
- StrokeFaceNeRF: Stroke-based Facial Appearance Editing in Neural Radiance Field (CVPR 2024 · similarity 0.84)
- CA-Edit: Causality-Aware Condition Adapter for High-Fidelity Local Facial Attribute Editing (AAAI 2025 · similarity 0.84)
- FFaceNeRF: Few-shot Face Editing in Neural Radiance Fields (CVPR 2025 · similarity 0.84)
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