3 papers
cs.CV2026
Open-Set Visual Text Forensics via Sparse-Constraint Rectified Flow
Jiangling Zhang, Shuxuan Gao, Zeyu Chen +2
Rapidly evolving Generative AI enables sophisticated visual text manipulations that increasingly evade current forensic detectors. Existing discriminative models often overfit spec…
cs.CV2026
LAMM-ViT: AI Face Detection via Layer-Aware Modulation of Region-Guided Attention
Jiangling Zhang, Weijie Zhu, Jirui Huang +1
Detecting AI-synthetic faces presents a critical challenge: it is hard to capture consistent structural relationships between facial regions across diverse generation techniques. C…
cs.CV2026
Detecting AI-Generated Forgeries via Iterative Manifold Deviation Amplification
Jiangling Zhang, Shuxuan Gao, Bofan Liu +4
The proliferation of highly realistic AI-generated images poses critical challenges for digital forensics, demanding precise pixel-level localization of manipulated regions. Existi…