Literature DB >> 33033805

Magician's Corner: 7. Using Convolutional Neural Networks to Reduce Noise in Medical Images.

Nathan Robert Huber1, Andrew D Missert1, Bradley J Erickson1.   

Abstract

This article shows how to train a convolutional neural network to reduce noise in CT images, although the principles apply to medical and nonmedical images; authors also explore mathematical and visually weighted loss functions to adjust the appearance. 2020 by the Radiological Society of North America, Inc.

Year:  2020        PMID： 33033805      PMCID： PMC7529432          DOI： 10.1148/ryai.2020200036

Source DB:  PubMed          Journal:  Radiol Artif Intell        ISSN： 2638-6100


  6 in total

1.  A performance comparison of convolutional neural network-based image denoising methods: The effect of loss functions on low-dose CT images.

Authors:  Byeongjoon Kim; Minah Han; Hyunjung Shim; Jongduk Baek
Journal:  Med Phys       Date:  2019-08-06       Impact factor: 4.071

Review 2.  Deep learning on image denoising: An overview.

Authors:  Chunwei Tian; Lunke Fei; Wenxian Zheng; Yong Xu; Wangmeng Zuo; Chia-Wen Lin
Journal:  Neural Netw       Date:  2020-08-06

3.  Synthesizing images from multiple kernels using a deep convolutional neural network.

Authors:  Andrew D Missert; Lifeng Yu; Shuai Leng; Joel G Fletcher; Cynthia H McCollough
Journal:  Med Phys       Date:  2019-12-29       Impact factor: 4.071

4.  Low-Dose CT Image Denoising Using a Generative Adversarial Network With Wasserstein Distance and Perceptual Loss.

Authors:  Qingsong Yang; Pingkun Yan; Yanbo Zhang; Hengyong Yu; Yongyi Shi; Xuanqin Mou; Mannudeep K Kalra; Yi Zhang; Ling Sun; Ge Wang
Journal:  IEEE Trans Med Imaging       Date:  2018-06       Impact factor: 10.048

5.  Low-dose CT for the detection and classification of metastatic liver lesions: Results of the 2016 Low Dose CT Grand Challenge.

Authors:  Cynthia H McCollough; Adam C Bartley; Rickey E Carter; Baiyu Chen; Tammy A Drees; Phillip Edwards; David R Holmes; Alice E Huang; Farhana Khan; Shuai Leng; Kyle L McMillan; Gregory J Michalak; Kristina M Nunez; Lifeng Yu; Joel G Fletcher
Journal:  Med Phys       Date:  2017-10       Impact factor: 4.071
  6 in total
  3 in total

1.  Natural Language Processing of Radiology Text Reports: Interactive Text Classification.

Authors:  Walter F Wiggins; Felipe Kitamura; Igor Santos; Luciano M Prevedello
Journal:  Radiol Artif Intell       Date:  2021-05-12

2.  Dedicated convolutional neural network for noise reduction in ultra-high-resolution photon-counting detector computed tomography.

Authors:  Nathan R Huber; Andrea Ferrero; Kishore Rajendran; Francis Baffour; Katrina N Glazebrook; Felix E Diehn; Akitoshi Inoue; Joel G Fletcher; Lifeng Yu; Shuai Leng; Cynthia H McCollough
Journal:  Phys Med Biol       Date:  2022-09-02       Impact factor: 4.174

3.  A deep learning approach for detecting liver cirrhosis from volatolomic analysis of exhaled breath.

Authors:  Mikolaj Wieczorek; Alexander Weston; Matthew Ledenko; Jonathan Nelson Thomas; Rickey Carter; Tushar Patel
Journal:  Front Med (Lausanne)       Date:  2022-09-29
  3 in total

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