Research map / Image generation / Editing and style transfer
Delving StyleGAN Inversion for Image Editing: A Foundation Latent Space Viewpoint
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add contrastive alignment loss L_align when discovering W codes (ablation) | CLCAE W inversion · CelebA-HQ | ID: 0.26 -> 0.50 | Helped |
| Add the W+ cross-attention block (ablation) | CLCAE W+ inversion · CelebA-HQ | LPIPS: 0.20 -> 0.15 | Helped |
| Add the F cross-attention block (ablation) | CLCAE · CelebA-HQ | LPIPS: 0.10 -> 0.06 | Helped |
| Use the predicted W code instead of optimization-derived W as PTI initialization | PTI · Real-image inversion | Time: 134s | Helped |
Closest papers by meaning
- StyleRes: Transforming the Residuals for Real Image Editing With StyleGAN (CVPR 2023 · similarity 0.94)
- ReGANIE: Rectifying GAN Inversion Errors for Accurate Real Image Editing (AAAI 2023 · similarity 0.93)
- The Devil is in the Details: StyleFeatureEditor for Detail-Rich StyleGAN Inversion and High Quality Image Editing (CVPR 2024 · similarity 0.93)
- Style Transformer for Image Inversion and Editing (CVPR 2022 · similarity 0.92)
- WeditGAN: Few-Shot Image Generation via Latent Space Relocation (AAAI 2024 · similarity 0.89)
- Gradual Residuals Alignment: A Dual-Stream Framework for GAN Inversion and Image Attribute Editing (AAAI 2024 · similarity 0.89)
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