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Ziyou Liang

3 accepted papers

2025

Transfer Learning of Real Image Features with Soft Contrastive Loss for Fake Image Detection

AAAI 2025technical

In the last few years, the artifact patterns in fake images synthesized by different generative models have been inconsistent, leading to the failure of previous research that relied on spotting subtle differences between real and fake. In our preliminary experiments, we find that the artifacts in f…

Cited by 0SourcePDFScholar
2024

Lips Are Lying: Spotting the Temporal Inconsistency between Audio and Visual in Lip-Syncing DeepFakes

NeurIPS 2024poster

In recent years, DeepFake technology has achieved unprecedented success in high-quality video synthesis, but these methods also pose potential and severe security threats to humanity. DeepFake can be bifurcated into entertainment applications like face swapping and illicit uses such as lip-syncing f…

2024

TraceEvader: Making DeepFakes More Untraceable via Evading the Forgery Model Attribution

AAAI 2024technical

In recent few years, DeepFakes are posing serve threats and concerns to both individuals and celebrities, as realistic DeepFakes facilitate the spread of disinformation. Model attribution techniques aim at attributing the adopted forgery models of DeepFakes for provenance purposes and providing expl…

Cited by 7SourcePDFScholar