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Xin Liao

8 accepted papers

2026

Sim-to-Real: An Unsupervised Noise Layer for Screen-Camera Watermarking Robustness

AAAI 2026technical

Unauthorized screen capturing and dissemination pose severe security threats such as data leakage and information theft. Several studies propose robust watermarking methods to track the copyright of Screen-Camera (SC) images, facilitating post-hoc certification against infringement. These techniques

Cited by 0SourcePDFScholar
2024

Are Watermarks Bugs for Deepfake Detectors? Rethinking Proactive Forensics

IJCAI 2024poster

AI-generated content has accelerated the topic of media synthesis, particularly Deepfake, which can manipulate our portraits for positive or malicious purposes. Before releasing these threatening face images, one promising forensics solution is the injection of robust watermarks to track their own p…

2024

Delocate: Detection and Localization for Deepfake Videos with Randomly-Located Tampered Traces

IJCAI 2024poster

Deepfake videos are becoming increasingly realistic, showing few tampering traces on facial areas that vary between frames. Consequently, existing Deepfake detection methods struggle to detect unknown domain Deepfake videos while accurately locating the tampered region. To address this limitation,…

2022

FInfer: Frame Inference-Based Deepfake Detection for High-Visual-Quality Videos

AAAI 2022technical

Deepfake has ignited hot research interests in both academia and industry due to its potential security threats. Many countermeasures have been proposed to mitigate such risks. Current Deepfake detection methods achieve superior performances in dealing with low-visual-quality Deepfake media which ca…

2021

A Features Decoupling Method for Multiple Manipulations Identification in Image Operation Chains

ICASSP 2021accepted

Recently, many forensic techniques have been developed to detect the use of a certain processing operation. When utilizing several manipulations to alter an image, artifacts left by manipulations that have been applied later can potentially disguise traces left by manipulations that were applied ear…

Cited by 0SourceScholar
2021

An Efficient Paper Anti-Counterfeiting Method Based on Microstructure Orientation Estimation

ICASSP 2021accepted

Forgery of paper invoices and certificates negatively causes huge economic loss every year. In the molding process of paper, plant fibres inside will distribute randomly and form the unique microscopic surface. Accordingly, forensic researchers have presented many techniques to build its feature des…

Cited by 0SourceScholar