Author

Jie Lei

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Preprint Oct 2026

Not Every Cue Is Evidence: Cue Supportability for Forensic Distillation in Face Forgery Detection

Explainable face forgery detection requires not only correct judgments but also forensic evidence supported by the input image. However, training cues are typically derived from the forgery generation pipeline. Since images available to the model are of limited quality and resolution, it is difficult to observe the fin...

Bin-Jia Zhou, Da-Wei Luo, Shuai Chen et al. · 0 citations

Preprint Aug 2026

Structured Local Differential Modeling for AI-Generated Image Detection

RippleNet is proposed, an AI-generated image detection framework based on local differential signals that adaptively identifies forgery-sensitive regions and constructs multi-directional, multi-scale differential representations within local neighborhoods, explicitly characterizing anomalous patterns in neighborhood st...

Jia-Zhen Yang, Ruijin Jin, Junjun Zheng et al. · 0 citations