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author:

Wu, Bo (Wu, Bo.) [1] | Zhu, Yong (Zhu, Yong.) [2] | Huang, Xin (Huang, Xin.) [3] | Li, Jiayi (Li, Jiayi.) [4]

Indexed by:

Scopus SCIE

Abstract:

Sparse representation classification (SRC) is becoming a promising tool for hyperspectral image (HSI) classification, where the Euclidean spectral distance (ESD) is widely used to reflect the fidelity between the original and reconstructed signals. In this paper, a generalized model is proposed to extend SRC by characterizing the spectral fidelity with flexible similarity measures. To validate the flexibility, several typical similarity measures the spectral angle similarity (SAS), spectral information divergence (SID), the structural similarity index measure (SSIM), and the ESD are included in the generalized model. Furthermore, a general solution based on a gradient descent technique is used to solve the nonlinear optimization problem formulated by the flexible similarity measures. To test the generalized model, two actual HSIs were used, and the experimental results confirm the ability of the proposed model to accommodate the various spectral similarity measures. Performance comparisons with the ESD, SAS, SID, and SSIM criteria were also conducted, and the results consistently show the advantages of the generalized model for HSI classification in terms of overall accuracy and kappa coefficient. (C) 2016 Elsevier B.V. All rights reserved.

Keyword:

Hyperspectral image Sparse representation classification Spectral similarity measures Unified framework

Community:

  • [ 1 ] [Wu, Bo]Jiangxi Normal Univ, Minist Educ, Key Lab Poyang Lake Wetland & Watershed Res, Nanchang 330022, Peoples R China
  • [ 2 ] [Wu, Bo]Fuzhou Univ, Spatial Informat Res Ctr Fujian, Fuzhou 350002, Fujian, Peoples R China
  • [ 3 ] [Zhu, Yong]Fuzhou Univ, Spatial Informat Res Ctr Fujian, Fuzhou 350002, Fujian, Peoples R China
  • [ 4 ] [Huang, Xin]Wuhan Univ, Sch Remote Sensing & Informat Engn, 129 Luoyu Rd, Wuhan 430079, Peoples R China
  • [ 5 ] [Li, Jiayi]Wuhan Univ, Sch Remote Sensing & Informat Engn, 129 Luoyu Rd, Wuhan 430079, Peoples R China

Reprint 's Address:

  • 吴波

    [Wu, Bo]Jiangxi Normal Univ, Minist Educ, Key Lab Poyang Lake Wetland & Watershed Res, Nanchang 330022, Peoples R China;;[Wu, Bo]Fuzhou Univ, Spatial Informat Res Ctr Fujian, Fuzhou 350002, Fujian, Peoples R China

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Source :

INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION

ISSN: 0303-2434

Year: 2016

Volume: 52

Page: 275-283

3 . 9 3

JCR@2016

7 . 6 0 0

JCR@2023

ESI Discipline: GEOSCIENCES;

ESI HC Threshold:196

JCR Journal Grade:1

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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