Research map / Image generation / Editing and style transfer
SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equations
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use SDEdit instead of GAN inversion baselines | Stroke-based image synthesis · LSUN bedroom | faithfulness L2: 53.76 -> 32.55 | Helped |
| Use SDEdit instead of StyleGAN2-ADA | Stroke-based image synthesis · LSUN bedroom | human preference for realism: 98.09% | Helped |
| Use SDEdit instead of StyleGAN2-ADA | Stroke-based image synthesis · LSUN bedroom | human preference for satisfaction: 91.72% | Helped |
| Use SDEdit instead of Poisson Blending | Image compositing · CelebA-HQ | faithfulness L2: 63.04 -> 21.70 | Helped |
| Use SDEdit instead of Poisson Blending | Image compositing · CelebA-HQ | masked LPIPS: 0.05 -> 0.03 | Helped |
| Use SDEdit instead of e4e | Image compositing · CelebA-HQ | human preference for realism: 43.67% | Hurt |
| Use SDEdit instead of e4e | Image compositing · CelebA-HQ | human preference for satisfaction: 66.00% | Helped |
| Increase the initialization noise level t0 (ablation) | SDEdit · Stroke-based image synthesis | realism | Helped |
| Increase the initialization noise level t0 (ablation) | SDEdit · Stroke-based image synthesis | faithfulness | Hurt |
| Repeat the generation process more times (larger K) (ablation) | SDEdit · Stroke-based image synthesis | realism | Helped |
Closest papers by meaning
- E$^2$GAN: Efficient Training of Efficient GANs for Image-to-Image Translation (ICML 2024 · similarity 0.89)
- The Blessing of Randomness: SDE Beats ODE in General Diffusion-based Image Editing (ICLR 2024 · similarity 0.89)
- DragDiffusion: Harnessing Diffusion Models for Interactive Point-based Image Editing (CVPR 2024 · similarity 0.88)
- An Edit Friendly DDPM Noise Space: Inversion and Manipulations (CVPR 2024 · similarity 0.88)
- Posterior Distillation Sampling (CVPR 2024 · similarity 0.87)
- Semantic Image Inversion and Editing using Rectified Stochastic Differential Equations (ICLR 2025 · similarity 0.87)
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