Research map / Image generation / Editing and style transfer
HyperStyle: StyleGAN Inversion With HyperNetworks for Real Image Editing
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use HyperStyle instead of the single-shot encoder ReStyle_pSp | StyleGAN2 inversion · CelebA-HQ test | ID: 0.66 -> 0.76 | Helped |
| Use HyperStyle instead of PTI generator tuning | StyleGAN2 inversion · CelebA-HQ test | Time (s): 55.715 -> 1.234 | Helped |
| Add iterative refinement rather than using one pass (ablation) | HyperStyle · CelebA-HQ test | ID: 0.66 -> 0.76 | Helped |
| Refine medium and fine layers only, excluding coarse layers (ablation) | HyperStyle · CelebA-HQ test | ID: 0.74 -> 0.76 | No clear effect |
| Exclude toRGB layers from refinement (ablation) | HyperStyle · CelebA-HQ test | ID: 0.67 -> 0.76 | Helped |
| Add Shared Refinement blocks (ablation) | HyperStyle · CelebA-HQ test | ID: 0.68 -> 0.76 | Helped |
| Replace shared kernel offsets with separable-convolution offset predictions (ablation) | HyperStyle · CelebA-HQ test | ID: 0.76 -> 0.71 | Hurt |
Closest papers by meaning
- StyleRes: Transforming the Residuals for Real Image Editing With StyleGAN (CVPR 2023 · similarity 0.92)
- HyperInverter: Improving StyleGAN Inversion via Hypernetwork (CVPR 2022 · similarity 0.92)
- Delving StyleGAN Inversion for Image Editing: A Foundation Latent Space Viewpoint (CVPR 2023 · similarity 0.91)
- ReGANIE: Rectifying GAN Inversion Errors for Accurate Real Image Editing (AAAI 2023 · similarity 0.91)
- The Devil is in the Details: StyleFeatureEditor for Detail-Rich StyleGAN Inversion and High Quality Image Editing (CVPR 2024 · similarity 0.90)
- HyperEditor: Achieving Both Authenticity and Cross-Domain Capability in Image Editing via Hypernetworks (AAAI 2024 · similarity 0.87)
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