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Preprint Aug 2026

Open-Set Visual Text Forensics via Sparse-Constraint Rectified Flow

A generative detector that localizes tampering by estimating the local restoration cost required to align a query image with authentic visual-text statistics, rather than by learning forgery-specific decision boundaries is proposed, and Sparse-Constraint Rectified Flow is introduced, a detector-oriented adaptation of Flow Matching for spatially sparse anomaly localization.

Jiangling Zhang, Shuxuan Gao, Zeyu Chen et al. · 0 citations