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Changsheng Chen

4 accepted papers

2026

Enabling Your Forensic Detector Know How Well It Performs on Distorted Samples

ICLR 2026poster

Generative AI has substantially facilitated realistic image synthesizing, posing great challenges for reliable forensics. When image forensic detectors are deployed in the wild, the inputs usually undergone various distortions including compression, rescaling, and lossy transmission. Such distortion…

Cited by 0SourceScholar
2024

CMA: A Chromaticity Map Adapter for Robust Detection of Screen-Recapture Document Images

CVPR 2024poster

The rebroadcasting of screen-recaptured document images introduces a significant risk to the confidential documents processed in government departments and commercial companies. However detecting recaptured document images subjected to distortions from online social networks (OSNs) is challenging si…

Cited by 2SourcePDFScholar
2022

Learning General Gaussian Mixture Model with Integral Cosine Similarity

IJCAI 2022poster

Gaussian mixture model (GMM) is a powerful statistical tool in data modeling, especially for unsupervised learning tasks. Traditional learning methods for GMM such as expectation maximization (EM) require the covariance of the Gaussian components to be non-singular, a condition that is often not sat…