Research map / Adversarial robustness and security / Attacks on text and graphs
Protecting Facial Privacy: Generating Adversarial Identity Masks via Style-Robust Makeup Transfer
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use AMT-GAN instead of TIP-IM | Black-box face-recognition attacks · CelebA-HQ and LADN-dataset, four target models | ASR: CelebA-HQ IRSE50: 54.4 -> 76.96; IR152: 37.23 -> 35.13; Facenet: 40.74 -> 16.62; Mobileface: 48.72 -> 50.71. LADN IRSE50 | Mixed |
| Use AMT-GAN instead of TIP-IM | Adversarial makeup images · Image quality evaluation | FID: 38.7357 -> 34.4405 | Helped |
| Use AMT-GAN instead of TIP-IM | Adversarial makeup images · Image quality evaluation | PSNR (dB): 33.2089 -> 19.5045 | Hurt |
| Use AMT-GAN instead of TIP-IM | Adversarial makeup images · Image quality evaluation | SSIM: 0.9214 -> 0.7873 | Hurt |
| Add regularization module H (ablation) | AMT-GAN · Image quality | FID: 37.5486 -> 34.4405 | Helped |
| Add regularization module H (ablation) | AMT-GAN · Image quality | PSNR (dB): 19.3132 -> 19.5045 | Helped |
| Add regularization module H (ablation) | AMT-GAN · Image quality | SSIM: 0.7807 -> 0.7873 | Helped |
Closest papers by meaning
- Recoverable Facial Identity Protection via Adaptive Makeup Transfer Adversarial Attacks (AAAI 2025 · similarity 0.93)
- DiffAM: Diffusion-based Adversarial Makeup Transfer for Facial Privacy Protection (CVPR 2024 · similarity 0.91)
- Transferable Facial Privacy Protection against Blind Face Restoration via Domain-Consistent Adversarial Obfuscation (ICML 2024 · similarity 0.88)
- Enhancing Facial Privacy Protection via Weakening Diffusion Purification (CVPR 2025 · similarity 0.88)
- IDProtector: An Adversarial Noise Encoder to Protect Against ID-Preserving Image Generation (CVPR 2025 · similarity 0.87)
- Transferable Adversarial Face Attack with Text Controlled Attribute (AAAI 2025 · similarity 0.87)
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