Author

Tian-Yi Zhang

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Preprint Jul 2026

Generalized Synthetic Image Detection with Enhanced RGB-Noise Representation Learning

This work proposes RNSIDNet, a novel forensic framework that achieves robust detection through enhanced RGB-Noise representation learning, and designs a Hard Sample-aware Contrastive Learning (HSCL) strategy.

Zhen Li, Gang Cao, Tianyi Zhang et al. · 0 citations