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Author:

Pan, Zong-Xu (Pan, Zong-Xu.) | Yu, Jing (Yu, Jing.) | Xiao, Chuang-Bai (Xiao, Chuang-Bai.) | Sun, Wei-Dong (Sun, Wei-Dong.)

Indexed by:

EI Scopus PKU CSCD

Abstract:

Spectral similarity refers to that there are many pixels with similar spectrum in a single hyperspectral image. In this paper, we propose a spectral similarity-based super resolution method for hyperspectral images. In our method, the extra information exploited from structural self-similarity which widely exists in remote sensing images is used to promote the spatial resolution. The principal component analysis is used to reduce the spectral dimension for increasing the computational efficiency according to the inherent low dimensionality of hyperspectral images, and the spectral similarity is used to construct spectral regularization for ensuring the accuracy of the spectrum in the reconstructed image. Our method can achieve accurately reconstructed results as well as high computational efficiency, when we extend the singleband super resolution method to the hyperspectral image with hundreds of bands. Experimental results demonstrate that our method can improve the spatial resolution more effectively and reconstruct the spectrum more accurately than the bicubic interpolation and the sparse representation and spectral regularization method (SRSRM).

Keyword:

Hyperspectral imaging Efficiency Computational efficiency Image reconstruction Optical resolving power Remote sensing Principal component analysis Image resolution Spectroscopy

Author Community:

  • [ 1 ] [Pan, Zong-Xu]Department of Electronic Engineering, Tsinghua University, Beijing; 100084, China
  • [ 2 ] [Yu, Jing]Department of Electronic Engineering, Tsinghua University, Beijing; 100084, China
  • [ 3 ] [Xiao, Chuang-Bai]College of Computer Science and Technology, Beijing University of Technology, Beijing; 100124, China
  • [ 4 ] [Sun, Wei-Dong]Department of Electronic Engineering, Tsinghua University, Beijing; 100084, China

Reprint Author's Address:

  • [pan, zong-xu]department of electronic engineering, tsinghua university, beijing; 100084, china

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Source :

Acta Automatica Sinica

ISSN: 0254-4156

Year: 2014

Issue: 12

Volume: 40

Page: 2797-2807

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count: 9

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 9

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