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Let UNet Play an Adversarial Game: Investigating the Effect of Adversarial Training in Enhancing Low-Resolution MRI 期刊论文
发表期刊: JOURNAL OF IMAGING INFORMATICS IN MEDICINE. 出版年: 2024
作者:  Javadi, Mohammad;  Sharma, Rishabh;  Tsiamyrtzis, Panagiotis;  Webb, Andrew G.;  Leiss, Ernst;  Tsekos, Nikolaos V.
收藏  |  浏览/下载：11/0  |  提交时间：2024/10/04
Generative Adversarial Networks  Adversarial loss  REAL-ESRGAN  UNet  Mixed effects modeling  
A Deep Learning Approach to Upscaling Low-Quality MR Images: An In Silico Comparison Study Based on the UNet Framework 期刊论文
发表期刊: APPLIED SCIENCES-BASEL. 出版年: 2022, 卷号: 12, 期号: 22
作者:  Sharma, Rishabh;  Tsiamyrtzis, Panagiotis;  Webb, Andrew G.;  Seimenis, Ioannis;  Loukas, Constantinos;  Leiss, Ernst;  Tsekos, Nikolaos, V
收藏  |  浏览/下载：8/0  |  提交时间：2024/09/20
upscaling MRI  mixed effects model  deep learning  with-prior upscaling  without-prior upscaling