Research map / Image generation / Editing and style transfer
Image2StyleGAN++: How to Edit the Embedded Images?
Check your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add sequential noise optimization after W+ embedding | Image2StyleGAN++ · Image reconstruction | PSNR: 19 to 22 dB -> 39 to 45 dB | Helped |
| Jointly optimize W+ and noise with perceptual and pixel-wise losses (ablation) | Image2StyleGAN++ · Image reconstruction | PSNR: PSNR score decreases to 33.3 dB | Hurt |
| Repeat W+ optimization after noise optimization (ablation) | Image2StyleGAN++ alternating optimization · Image reconstruction | PSNR: 39.5 dB to 20 dB | Hurt |
| Add noise-space optimization to W+ image embedding | Image2StyleGAN++ · Image inpainting, 1024×1024 | SSIM: 0.8957 -> 0.9176 | Helped |
| Use masked rather than non-masked interpolation | Image2StyleGAN++ · FFHQ | Perceptual length (full): 227.1 -> 112.1 | Helped |
| Use spatial copying rather than averaging or channel-wise copying (ablation) | Activation tensor manipulation · Image crossover and feature transfer | Visual blending quality | Helped |
| Optimize W+ and noise jointly using pixel-wise MSE only (ablation) | Image2StyleGAN++ · Image reconstruction | Image editing suitability | Hurt |
| Resample noise after jointly optimizing W+ and noise with pixel-wise MSE (ablation) | Image2StyleGAN++ · Image reconstruction | Reconstruction quality | Hurt |
Closest papers by meaning
- The Devil is in the Details: StyleFeatureEditor for Detail-Rich StyleGAN Inversion and High Quality Image Editing (CVPR 2024 · similarity 0.89)
- Click2Mask: Local Editing with Dynamic Mask Generation (AAAI 2025 · similarity 0.85)
- DesignEdit: Unify Spatial-Aware Image Editing via Training-free Inpainting with a Multi-Layered Latent Diffusion Framework (AAAI 2025 · similarity 0.84)
- PixPerfect: Seamless Latent Diffusion Local Editing with Discriminative Pixel-Space Refinement (NeurIPS 2025 · similarity 0.84)
- Improving Editability in Image Generation with Layer-wise Memory (CVPR 2025 · similarity 0.84)
- HyperEditor: Achieving Both Authenticity and Cross-Domain Capability in Image Editing via Hypernetworks (AAAI 2024 · similarity 0.84)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.