Unpaired Image Denoising via Wasserstein GAN in Low-Dose CT Image with Multi-Perceptual Loss and Fidelity Loss

Unpaired Image Denoising via Wasserstein GAN in Low-Dose CT Image with Multi-Perceptual Loss and Fidelity Loss

The use of low-dose computed tomography (LDCT) in medical practice can effectively reduce the radiation risk of patients, but it may increase noise and artefacts, which can compromise diagnostic information. The methods based on deep learning can effectively improve image quality, but most of them u...

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Bibliographic Details
Main Authors: Zhixian Yin, Kewen Xia, Ziping He, Jiangnan Zhang, Sijie Wang, Baokai Zu
Format: Article
Language:English
Published: MDPI AG 2021-01-01
Series:Symmetry
Subjects:
low-dose computed tomography
image denoising
Wasserstein GAN
multi-perceptual loss
fidelity loss
Online Access:https://www.mdpi.com/2073-8994/13/1/126

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https://www.mdpi.com/2073-8994/13/1/126

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