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Multifocus Image Fusion Using Wavelet-Domain-Based Deep CNN
Joint Authors
Li, Jinjiang
Fan, Hui
Yuan, Genji
Source
Computational Intelligence and Neuroscience
Issue
Vol. 2019, Issue 2019 (31 Dec. 2019), pp.1-23, 23 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2019-02-20
Country of Publication
Egypt
No. of Pages
23
Main Subjects
Abstract EN
Multifocus image fusion is the merging of images of the same scene and having multiple different foci into one all-focus image.
Most existing fusion algorithms extract high-frequency information by designing local filters and then adopt different fusion rules to obtain the fused images.
In this paper, a wavelet is used for multiscale decomposition of the source and fusion images to obtain high-frequency and low-frequency images.
To obtain clearer and complete fusion images, this paper uses a deep convolutional neural network to learn the direct mapping between the high-frequency and low-frequency images of the source and fusion images.
In this paper, high-frequency and low-frequency images are used to train two convolutional networks to encode the high-frequency and low-frequency images of the source and fusion images.
The experimental results show that the method proposed in this paper can obtain a satisfactory fusion image, which is superior to that obtained by some advanced image fusion algorithms in terms of both visual and objective evaluations.
American Psychological Association (APA)
Li, Jinjiang& Yuan, Genji& Fan, Hui. 2019. Multifocus Image Fusion Using Wavelet-Domain-Based Deep CNN. Computational Intelligence and Neuroscience،Vol. 2019, no. 2019, pp.1-23.
https://search.emarefa.net/detail/BIM-1129440
Modern Language Association (MLA)
Li, Jinjiang…[et al.]. Multifocus Image Fusion Using Wavelet-Domain-Based Deep CNN. Computational Intelligence and Neuroscience No. 2019 (2019), pp.1-23.
https://search.emarefa.net/detail/BIM-1129440
American Medical Association (AMA)
Li, Jinjiang& Yuan, Genji& Fan, Hui. Multifocus Image Fusion Using Wavelet-Domain-Based Deep CNN. Computational Intelligence and Neuroscience. 2019. Vol. 2019, no. 2019, pp.1-23.
https://search.emarefa.net/detail/BIM-1129440
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1129440