Home>Results

  • Complex
  • Title
  • Keyword
  • Abstract
  • Scholars
  • Journal
  • ISSN
  • Conference
成果搜索

[期刊论文]

Hyperspectral Image Superresolution Based on Double Regularization Unmixing

Share
Edit Delete 报错

author:

Zou, Changzhong (Zou, Changzhong.) [1] (Scholars:邹长忠) | Xia, Youshen (Xia, Youshen.) [2] (Scholars:夏又生)

Indexed by:

EI Scopus SCIE

Abstract:

This letter proposes a novel double regularization unmixing-based method for hyperspectral image (HSI) superresolution. The proposed cost function contains two data-fidelity terms, the endmember regularization term and the abundance regularization term. Since the double regularization unmixing terms are able to exploit the spatial structure information of endmember and abundance, respectively, the nonnegative factorization (spectral unmixing) error is minimized. As a result, the performance of the proposed HSI superresolution method can be enhanced in terms of noise suppression and the special structure information preservation of reconstruction images. Finally, the associated optimization problem is effectively solved by an alternating direction optimization algorithm. Simulation results illustrate that the proposed method has a better performance than the state-of-the-art methods in terms of both visual effectiveness and quality indices.

Keyword:

Double regularization unmixing hyperspectral image (HSI) multispectral image (MSI) nonnegative factorization superresolution

Community:

  • [ 1 ] [Zou, Changzhong]Fuzhou Univ, Coll Math & Comp Sci, Ctr Discrete Math & Theoret Comp Sci, Fuzhou 350108, Peoples R China
  • [ 2 ] [Xia, Youshen]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350108, Peoples R China

Reprint 's Address:

  • 邹长忠

    [Zou, Changzhong]Fuzhou Univ, Coll Math & Comp Sci, Ctr Discrete Math & Theoret Comp Sci, Fuzhou 350108, Peoples R China

Show more details

Version:

Source :

IEEE GEOSCIENCE AND REMOTE SENSING LETTERS

ISSN: 1545-598X

Year: 2017

Issue: 7

Volume: 14

Page: 1022-1026

2 . 8 9 2

JCR@2017

4 . 0 0 0

JCR@2023

ESI Discipline: GEOSCIENCES;

ESI HC Threshold:177

JCR Journal Grade:2

CAS Journal Grade:3

Cited Count:

WoS CC Cited Count: 6

SCOPUS Cited Count: 9

30 Days PV: 1

Online/Total:11/10717167
Address:FZU Library(No.2 Xuyuan Road, Fuzhou, Fujian, PRC Post Code:350116) Contact Us:0591-22865326
Copyright:FZU Library Technical Support:Beijing Aegean Software Co., Ltd. 闽ICP备05005463号-1