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Deep Learning- and Transfer Learning-Based Super Resolution Reconstruction from Single Medical Image
Joint Authors
Source
Journal of Healthcare Engineering
Issue
Vol. 2017, Issue 2017 (31 Dec. 2017), pp.1-20, 20 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2017-07-06
Country of Publication
Egypt
No. of Pages
20
Main Subjects
Abstract EN
Medical images play an important role in medical diagnosis and research.
In this paper, a transfer learning- and deep learning-based super resolution reconstruction method is introduced.
The proposed method contains one bicubic interpolation template layer and two convolutional layers.
The bicubic interpolation template layer is prefixed by mathematics deduction, and two convolutional layers learn from training samples.
For saving training medical images, a SIFT feature-based transfer learning method is proposed.
Not only can medical images be used to train the proposed method, but also other types of images can be added into training dataset selectively.
In empirical experiments, results of eight distinctive medical images show improvement of image quality and time reduction.
Further, the proposed method also produces slightly sharper edges than other deep learning approaches in less time and it is projected that the hybrid architecture of prefixed template layer and unfixed hidden layers has potentials in other applications.
American Psychological Association (APA)
Zhang, Yinan& An, Mingqiang. 2017. Deep Learning- and Transfer Learning-Based Super Resolution Reconstruction from Single Medical Image. Journal of Healthcare Engineering،Vol. 2017, no. 2017, pp.1-20.
https://search.emarefa.net/detail/BIM-1181102
Modern Language Association (MLA)
Zhang, Yinan& An, Mingqiang. Deep Learning- and Transfer Learning-Based Super Resolution Reconstruction from Single Medical Image. Journal of Healthcare Engineering No. 2017 (2017), pp.1-20.
https://search.emarefa.net/detail/BIM-1181102
American Medical Association (AMA)
Zhang, Yinan& An, Mingqiang. Deep Learning- and Transfer Learning-Based Super Resolution Reconstruction from Single Medical Image. Journal of Healthcare Engineering. 2017. Vol. 2017, no. 2017, pp.1-20.
https://search.emarefa.net/detail/BIM-1181102
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1181102