Research map / Image generation / Editing and style transfer
DiffSwap: High-Fidelity and Controllable Face Swapping via 3D-Aware Masked Diffusion
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use conditional inpainting with source identity and region features and target facial landmarks | DiffSwap · FF++ | ID Retrieval: 97.87 -> 98.54 | Helped |
| Use conditional inpainting with latent masked diffusion | DiffSwap · FF++ | FID: 2.58 -> 2.16 | Helped |
| Use conditional inpainting with latent masked diffusion | DiffSwap · FF++ | Pose: 1.36 -> 2.45 | Hurt |
| Use conditional inpainting with latent masked diffusion | DiffSwap · FF++ | Expression: 5.07 -> 5.35 | Hurt |
| Replace implicit shape-feature guidance with a 3D-aware landmark and a mask covering target and swapped landmarks | DiffSwap · FFHQ | Face shape preservation | Helped |
Closest papers by meaning
- DiffPortrait3D: Controllable Diffusion for Zero-Shot Portrait View Synthesis (CVPR 2024 · similarity 0.89)
- Diffusion Prior Interpolation for Flexibility Real-World Face Super-Resolution (AAAI 2025 · similarity 0.88)
- DiffusionFake: Enhancing Generalization in Deepfake Detection via Guided Stable Diffusion (NeurIPS 2024 · similarity 0.86)
- Multi-focal Conditioned Latent Diffusion for Person Image Synthesis (CVPR 2025 · similarity 0.86)
- Cross-view Masked Diffusion Transformers for Person Image Synthesis (ICML 2024 · similarity 0.86)
- Data Synthesis with Diverse Styles for Face Recognition via 3DMM-Guided Diffusion (CVPR 2025 · similarity 0.86)
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