Research map / Image generation / Editing and style transfer
FaceController: Controllable Attribute Editing for Face in the Wild
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use FaceController instead of FaceShifter | face swapping · FaceForensics++ | identity retrieval: 97.38 -> 98.27 | Helped |
| Use FaceController instead of FaceSwap | face swapping · FaceForensics++ | pose error: 2.51 -> 2.65 | Hurt |
| Use FaceController instead of FaceShifter | face swapping · FaceForensics++ | expression error: 0.36 -> 0.39 | Hurt |
| Use FaceController instead of FaceSwap | face swapping · FaceForensics++ | FID: 3.81 -> 3.51 | Helped |
| Use FaceController instead of LADN | makeup transfer · MT-dataset | identity preservation user score: 49.1 -> 44.7 | Hurt |
| Use FaceController instead of LADN | makeup transfer · MT-dataset | makeup transfer user score: 40.5 -> 45.4 | Helped |
| Use FaceController instead of LADN | makeup transfer · MT-dataset | fidelity user score: 38.8 -> 55.4 | Helped |
| Add an identity encoder (ablation) | FaceController face swapping · FaceForensics++ | identity retrieval: 25.97 -> 98.27 | Helped |
| Add an identity encoder (ablation) | FaceController face swapping · FaceForensics++ | pose error: 2.57 -> 2.65 | Hurt |
| Add a style encoder (ablation) | FaceController face swapping · FaceForensics++ | FID: 4.84 -> 3.51 | Helped |
| Use swapped 3DMM-aligned landmarks rather than target-image landmarks (ablation) | FaceController face swapping · face swapping | landmark-area artifacts | Helped |
| Add histogram matching loss (ablation) | FaceController face swapping · face swapping | regional color consistency | Helped |
Closest papers by meaning
- Mask-Guided Portrait Editing With Conditional GANs (CVPR 2019 · similarity 0.89)
- Towards Open-Set Identity Preserving Face Synthesis (CVPR 2018 · similarity 0.89)
- Neural Face Editing With Intrinsic Image Disentangling (CVPR 2017 · similarity 0.88)
- L2M-GAN: Learning To Manipulate Latent Space Semantics for Facial Attribute Editing (CVPR 2021 · similarity 0.88)
- SDGAN: Disentangling Semantic Manipulation for Facial Attribute Editing (AAAI 2024 · similarity 0.87)
- ControlFace: Harnessing Facial Parametric Control for Face Rigging (CVPR 2025 · similarity 0.85)
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