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GAN-Blot: A Controllable Structure-Style Synthesis Benchmark for Western Blot Forensics

arXiv · AI, language, vision and robotics · article · Sep 6, 2026 · UTC

Western blot (WB) images are widely used as key evidence in biomedical research. Recent scientific misconduct cases reveal that WB imagery is increasingly fabricated, making WB forensics a major concern for research integrity. However, while the progress of forensic detection techniques often relies on advances in forgery-generation techniques, the development of WB forensic techniques has been hindered by the lack of standardized appearance attribute definitions, image datasets, and controllable generation frameworks for WB imagery. To address this limitation, we present a controllable WB ima

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