Research map / Image generation / Editing and style transfer
Editing in Style: Uncovering the Local Semantics of GANs
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Apply local semantic style transfer to StyleGAN outputs | StyleGAN · FFHQ | FID: 4.4 -> 5.4 | No clear effect |
| Apply local semantic style transfer to StyleGAN outputs | StyleGAN · Bedrooms | FID: 2.8 -> 4.5 | No clear effect |
| Use sequential rather than simultaneous channel weighting for the query (ablation) | Local semantic editing · FFHQ and LSUN-Bedrooms | localization trade-off | Helped |
| Use sequential rather than simultaneous channel weighting for the query (ablation) | Local semantic editing · FFHQ and LSUN-Bedrooms | change outside the ROI at a given change inside the ROI | Helped |
Closest papers by meaning
- Navigating the GAN Parameter Space for Semantic Image Editing (CVPR 2021 · similarity 0.93)
- EditGAN: High-Precision Semantic Image Editing (NeurIPS 2021 · similarity 0.93)
- SemanticStyleGAN: Learning Compositional Generative Priors for Controllable Image Synthesis and Editing (CVPR 2022 · similarity 0.93)
- Linear Semantics in Generative Adversarial Networks (CVPR 2021 · similarity 0.91)
- E$^2$GAN: Efficient Training of Efficient GANs for Image-to-Image Translation (ICML 2024 · similarity 0.89)
- Reference-Based 3D-Aware Image Editing with Triplanes (CVPR 2025 · similarity 0.89)
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