4 papers
Robust Identity Perceptual Watermark Against Deepfake Face Swapping
Tianyi Wang, Mengxiao Huang, Harry Cheng +2
Notwithstanding offering convenience and entertainment to society, Deepfake face swapping has caused critical privacy issues with the rapid development of deep generative models. D…
Disruptive Attacks on Face Swapping via Low-Frequency Perceptual Perturbations
Mengxiao Huang, Minglei Shu, Shuwang Zhou +1
Deepfake technology, driven by Generative Adversarial Networks (GANs), poses significant risks to privacy and societal security. Existing detection methods are predominantly passiv…
A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection
Libo Lv, Tianyi Wang, Mengxiao Huang +2
With the rapid advancement of real-time deepfake generation techniques, forged content is becoming increasingly realistic and widespread across applications like video conferencing…
LampMark: Proactive Deepfake Detection via Training-Free Landmark Perceptual Watermarks
Tianyi Wang, Mengxiao Huang, Harry Cheng +2
Deepfake facial manipulation has garnered significant public attention due to its impacts on enhancing human experiences and posing privacy threats. Despite numerous passive algori…