MambaGen: Efficient visual representation learning for automatic radiology report generation

Published: 2026, Last Modified: 22 Jan 2026Expert Syst. Appl. 2026EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Proposes MambaGen, the SSM-based automatic radiology report generation model for modeling long-range dependencies with linear computational complexity.•Designs a mamba-visual recalibration module, which utilizes a twostage training strategy to effectively capture the efficient visual representation of medical images.•Outperforms competitive baselines through extensive experiments on publicly available datasets.
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