RetouchingFFHQ: A Large-scale Dataset for Fine-grained Face Retouching Detection

no code implementations • 20 Jul 2023 • Qichao Ying, Jiaxin Liu, Sheng Li, Haisheng Xu, Zhenxing Qian, Xinpeng Zhang

However, the lack of large-scale and fine-grained face retouching datasets has been a major obstacle to progress in this field.

Representation Learning

From Image to Imuge: Immunized Image Generation

1 code implementation • 27 Oct 2021 • Qichao Ying, Zhenxing Qian, Hang Zhou, Haisheng Xu, Xinpeng Zhang, Siyi Li

At the recipient's side, the verifying network localizes the malicious modifications, and the original content can be approximately recovered by the decoder, despite the presence of the attacks.

Image Cropping Image Generation

Hiding Images into Images with Real-world Robustness

no code implementations • 12 Oct 2021 • Qichao Ying, Hang Zhou, Xianhan Zeng, Haisheng Xu, Zhenxing Qian, Xinpeng Zhang

The existing image embedding networks are basically vulnerable to malicious attacks such as JPEG compression and noise adding, not applicable for real-world copyright protection tasks.