Research map / Image generation / Editing and style transfer
DeFLOCNet: Deep Image Editing via Flexible Low-Level Controls
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Inject low-level controls into skip-connection structure blocks and add a texture-generation branch | Image editing models · CelebA-HQ | FID: 12.45 -> 9.92 | Helped |
| Inject low-level controls into skip-connection structure blocks and add a texture-generation branch | Image editing models · Places2 | FID: 77.82 -> 63.56 | Helped |
| Add multiple control injections per structure generation block instead of using 1 injection (ablation) | DeFLOCNet · CelebA-HQ | PSNR: 23.56 -> 25.42 | Helped |
| Add multiple control injections per structure generation block instead of using 1 injection (ablation) | DeFLOCNet · Places2 | PSNR: 20.81 -> 24.30 | Helped |
| Use structure generation blocks across multiple skip-connection levels instead of only 1 block (ablation) | DeFLOCNet · CelebA-HQ | PSNR: 24.49 -> 25.42 | Helped |
| Use structure generation blocks across multiple skip-connection levels instead of only 1 block (ablation) | DeFLOCNet · Places2 | PSNR: 23.55 -> 24.30 | Helped |
| Add sketch-line guidance to constrain color propagation (ablation) | DeFLOCNet · CelebA-HQ | FID: 14.94 -> 9.92 | Helped |
| Add sketch-line guidance to constrain color propagation (ablation) | DeFLOCNet · Places2 | FID: 77.80 -> 63.56 | Helped |
| Add the texture generation branch (ablation) | DeFLOCNet · CelebA-HQ | FID: 10.94 -> 9.92 | Helped |
| Add the texture generation branch (ablation) | DeFLOCNet · Places2 | FID: 69.66 -> 63.56 | Helped |
Closest papers by meaning
- TextureGAN: Controlling Deep Image Synthesis With Texture Patches (CVPR 2018 · similarity 0.86)
- Generative Image Layer Decomposition with Visual Effects (CVPR 2025 · similarity 0.84)
- Learning to Manipulate Artistic Images (AAAI 2024 · similarity 0.84)
- CCEdit: Creative and Controllable Video Editing via Diffusion Models (CVPR 2024 · similarity 0.83)
- Improving Editability in Image Generation with Layer-wise Memory (CVPR 2025 · similarity 0.83)
- The Devil is in the Details: StyleFeatureEditor for Detail-Rich StyleGAN Inversion and High Quality Image Editing (CVPR 2024 · similarity 0.83)
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