Superpixel Spectral Unmixing for Hyperspectral Image Superresolution Using a Coupled Encoder-Decoder Network
Joint Authors
Zhang, Shao-lei
Fu, Guang-yuan
Wang, Hong-qiao
Zhao, Yu-qing
Source
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-8, 8 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-10-06
Country of Publication
Egypt
No. of Pages
8
Main Subjects
Abstract EN
In this paper, we propose a novel hyperspectral image superresolution method based on superpixel spectral unmixing using a coupled encoder-decoder network.
The hyperspectral image and multispectral images are fused to generate high-resolution hyperspectral images through the spectral unmixing framework with low-rank constraint.
Specifically, the endmember and abundance information is extracted via a coupled encoder-decoder network integrating the priori for unmixing.
The coupled network consists of two encoders and one shared decoder, where spectral information is preserved through the encoder.
The multispectral image is clustered into superpixels to explore self-similarity, and then, the superpixels are unmixed to obtain an abundance matrix.
By imposing a low-rank constraint on the abundance matrix, we further improve the superresolution performance.
Experiments on the CAVE and Harvard datasets indicate that our superresolution method outperforms the other compared methods in terms of quantitative evaluation and visual quality.
American Psychological Association (APA)
Zhang, Shao-lei& Fu, Guang-yuan& Wang, Hong-qiao& Zhao, Yu-qing. 2020. Superpixel Spectral Unmixing for Hyperspectral Image Superresolution Using a Coupled Encoder-Decoder Network. Journal of Sensors،Vol. 2020, no. 2020, pp.1-8.
https://search.emarefa.net/detail/BIM-1190699
Modern Language Association (MLA)
Zhang, Shao-lei…[et al.]. Superpixel Spectral Unmixing for Hyperspectral Image Superresolution Using a Coupled Encoder-Decoder Network. Journal of Sensors No. 2020 (2020), pp.1-8.
https://search.emarefa.net/detail/BIM-1190699
American Medical Association (AMA)
Zhang, Shao-lei& Fu, Guang-yuan& Wang, Hong-qiao& Zhao, Yu-qing. Superpixel Spectral Unmixing for Hyperspectral Image Superresolution Using a Coupled Encoder-Decoder Network. Journal of Sensors. 2020. Vol. 2020, no. 2020, pp.1-8.
https://search.emarefa.net/detail/BIM-1190699
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1190699