Research map / Image generation / Editing and style transfer
Semantic Component Decomposition for Face Attribute Manipulation
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Decompose the attribute edit into semantic components and remove components producing unwanted edits (ablation) | Semantic Component Decomposition · Facial hair | visual edit quality | Helped |
| Set the strength of an individual semantic component to zero (ablation) | Semantic Component Decomposition · Older | component edit strength control | Mixed |
| Edit the component attention map to change its affected region (ablation) | Semantic Component Decomposition · Facial hair | region control | Helped |
| Replace the component painter vector with another instantiation (ablation) | Semantic Component Decomposition · Facial hair, older, and younger | edit-style control | Helped |
Closest papers by meaning
- SDGAN: Disentangling Semantic Manipulation for Facial Attribute Editing (AAAI 2024 · similarity 0.90)
- L2M-GAN: Learning To Manipulate Latent Space Semantics for Facial Attribute Editing (CVPR 2021 · similarity 0.90)
- MaskGAN: Towards Diverse and Interactive Facial Image Manipulation (CVPR 2020 · similarity 0.89)
- DreamSalon: A Staged Diffusion Framework for Preserving Identity-Context in Editable Face Generation (CVPR 2024 · similarity 0.85)
- CA-Edit: Causality-Aware Condition Adapter for High-Fidelity Local Facial Attribute Editing (AAAI 2025 · similarity 0.84)
- Model Diagnosis and Correction via Linguistic and Implicit Attribute Editing (CVPR 2025 · similarity 0.84)
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