Document image forgery detection and localization in desensitization scenarios

Published: 2026, Last Modified: 04 Nov 2025Signal Process. 2026EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•The exploration of document image forensics in desensitization scenes is pioneered.•An end-to-end contrastive learning-based network, DCLNet, is designed for the task.•A novel dataset, DocTD, is constructed to facilitate network training and evaluation.•Experimental results show DCLNet outperforms existing methods in various cases.
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