PET image denoising using unsupervised deep learning

被引:0
|
作者
Jianan Cui
Kuang Gong
Ning Guo
Chenxi Wu
Xiaxia Meng
Kyungsang Kim
Kun Zheng
Zhifang Wu
Liping Fu
Baixuan Xu
Zhaohui Zhu
Jiahe Tian
Huafeng Liu
Quanzheng Li
机构
[1] Massachusetts General Hospital,Center for Advanced Medical Computing and Analysis
[2] Zhejiang University,State Key Laboratory of Modern Optical Instrumentation, College of Optical Science and Engineering
[3] Massachusetts General Hospital/Harvard Medical School,Gordon Center for Medical Imaging
[4] First Hospital of Shanxi Medical University,Department of Nuclear Medicine
[5] Peking Union Medical College Hospital,Department of Nuclear Medicine
[6] The Chinese PLA General Hospital,Department of Nuclear Medicine
关键词
Position emission tomography; Denoising; Deep neural network; Unsupervised deep learning; Anatomical prior;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
页码:2780 / 2789
页数:9
相关论文
共 50 条
  • [1] PET image denoising using unsupervised deep learning
    Cui, Jianan
    Gong, Kuang
    Guo, Ning
    Wu, Chenxi
    Meng, Xiaxia
    Kim, Kyungsang
    Zheng, Kun
    Wu, Zhifang
    Fu, Liping
    Xu, Baixuan
    Zhu, Zhaohui
    Tian, Jiahe
    Liu, Huafeng
    Li, Quanzheng
    [J]. EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING, 2019, 46 (13) : 2780 - 2789
  • [2] Dynamic myocardial PET image denoising via unsupervised learning
    Mokri, Mersede
    Kaviani, Sanaz
    Juneau, Daniel
    Cohalan, Claire
    Carrier, Jean-Francois
    [J]. MEDICAL PHYSICS, 2022, 49 (08) : 5673 - 5674
  • [3] Populational and individual information based PET image denoising using conditional unsupervised learning
    Cui, Jianan
    Gong, Kuang
    Guo, Ning
    Wu, Chenxi
    Kim, Kyungsang
    Liu, Huafeng
    Li, Quanzheng
    [J]. PHYSICS IN MEDICINE AND BIOLOGY, 2021, 66 (15):
  • [4] Recorrupted-to-Recorrupted: Unsupervised Deep Learning for Image Denoising
    Pang, Tongyao
    Zheng, Huan
    Quan, Yuhui
    Ji, Hui
    [J]. 2021 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, CVPR 2021, 2021, : 2043 - 2052
  • [5] Arterial spin labeling MR image denoising and reconstruction using unsupervised deep learning
    Gong, Kuang
    Han, Paul
    El Fakhri, Georges
    Ma, Chao
    Li, Quanzheng
    [J]. NMR IN BIOMEDICINE, 2022, 35 (04)
  • [6] [68Ga]-DOTATATE PET Image Denoising using Unsupervised Deep Learning can Improve CNR in A Wide Range
    Cui, Jianan
    Gong, Kuang
    Pan, Tinsu
    Li, Quanzheng
    [J]. JOURNAL OF NUCLEAR MEDICINE, 2020, 61
  • [7] Dynamic PET Image Denoising Using Deep Image Prior Combined With Regularization by Denoising
    Sun, Hao
    Peng, Lihong
    Zhang, Hongyan
    He, Yuru
    Cao, Shuangliang
    Lu, Lijun
    [J]. IEEE ACCESS, 2021, 9 : 52378 - 52392
  • [8] PET Image Denoising Using Deep Neural Network
    Gong, Kuang
    Guan, Jiahui
    Liu, Chih-Chieh
    Qi, Jinyi
    [J]. 2017 IEEE NUCLEAR SCIENCE SYMPOSIUM AND MEDICAL IMAGING CONFERENCE (NSS/MIC), 2017,
  • [9] PET Image Denoising Using a Deep-Learning Method for Extremely Obese Patients
    Liu, Hui
    Yousefi, Hamed
    Mirian, Niloufar
    Lin, Mingde
    Menard, David
    Gregory, Matthew
    Aboian, Mariam
    Boustani, Annemarie
    Chen, Ming-Kai
    Saperstein, Lawrence
    Pucar, Darko
    Kulon, Michal
    Liu, Chi
    [J]. IEEE TRANSACTIONS ON RADIATION AND PLASMA MEDICAL SCIENCES, 2022, 6 (07) : 766 - 770
  • [10] Deep learning-based PET image denoising and reconstruction: a review
    Hashimoto, Fumio
    Onishi, Yuya
    Ote, Kibo
    Tashima, Hideaki
    Reader, Andrew J.
    Yamaya, Taiga
    [J]. RADIOLOGICAL PHYSICS AND TECHNOLOGY, 2024, 17 (01) : 24 - 46