Deep Learning Denoising of Low-Dose Computed Tomography Chest Images: A Quantitative and Qualitative Image Analysis.

Lea Azour, Yunan Hu,Jane P Ko,Baiyu Chen,Florian Knoll,Jeffrey B Alpert,Geraldine Brusca-Augello,Derek M Mason,Maj L Wickstrom,Young Joon Fred Kwon,James Babb, Zhengrong Liang,William H Moore

Journal of computer assisted tomography（2023）

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摘要

Deep learning denoising resulted in quantitative improvements in image quality. Qualitative assessment demonstrated DLD images at or less than 10 mAs to be rated inferior to standard-dose images.

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关键词

low-dose CT, denoising, neural network, machine learning, SSIM, FID

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