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Volumn 9, Issue 9, 2016, Pages 4160-4177

Class-Level Joint Sparse Representation for Multifeature-Based Hyperspectral Image Classification

Author keywords

Class level sparsity pattern; feature extraction; hyperspectral imagery (HSI) classification; multifeature; orthogonal matching pursuit

Indexed keywords

IMAGE MATCHING; INDEPENDENT COMPONENT ANALYSIS; PIXELS; SPECTROSCOPY;

EID: 84959422095     PISSN: 19391404     EISSN: 21511535     Source Type: Journal    
DOI: 10.1109/JSTARS.2016.2522182     Document Type: Article
Times cited : (25)

References (44)
  • 1
    • 27744549755 scopus 로고    scopus 로고
    • Quality criteria benchmark for hyperspectral imagery
    • Sep.
    • E. Christophe, D. Leger, and C. Mailhes, "Quality criteria benchmark for hyperspectral imagery, " IEEE Trans. Geosci. Remote Sens., vol. 43, no. 9, pp. 2103-2114, Sep. 2005.
    • (2005) IEEE Trans. Geosci. Remote Sens. , vol.43 , Issue.9 , pp. 2103-2114
    • Christophe, E.1    Leger, D.2    Mailhes, C.3
  • 2
    • 0037696635 scopus 로고    scopus 로고
    • Classification of hyperspectral data by decision trees and artificial neural networks to identify weed stress and nitrogen status of corn
    • May
    • P. K. Goel, S. O. Prasher, R. M. Patel, J. A. Landry, R. B. Bonnell, and A. A. Viau, "Classification of hyperspectral data by decision trees and artificial neural networks to identify weed stress and nitrogen status of corn, " Comput. Electron. Agric., vol. 39, no. 2, pp. 67-93, May 2003.
    • (2003) Comput. Electron. Agric. , vol.39 , Issue.2 , pp. 67-93
    • Goel, P.K.1    Prasher, S.O.2    Patel, R.M.3    Landry, J.A.4    Bonnell, R.B.5    Viau, A.A.6
  • 3
    • 14644412366 scopus 로고    scopus 로고
    • Classification of hyperspectral data from urban areas based on extended morphological profiles
    • Mar.
    • J. A. Benediktsson, J. A. Palmason, and J. R. Sveinsson, "Classification of hyperspectral data from urban areas based on extended morphological profiles, " IEEE Trans. Geosci. Remote Sens., vol. 43, no. 3, pp. 480-491, Mar. 2005.
    • (2005) IEEE Trans. Geosci. Remote Sens. , vol.43 , Issue.3 , pp. 480-491
    • Benediktsson, J.A.1    Palmason, J.A.2    Sveinsson, J.R.3
  • 4
    • 4344614511 scopus 로고    scopus 로고
    • Classification of hyperspectral remote sensing images with support vector machines
    • Aug.
    • F.Melgani and L. Bruzzone, "Classification of hyperspectral remote sensing images with support vector machines, " IEEE Trans. Geosci. Remote Sens., vol. 42, no. 8, pp. 1778-1790, Aug. 2004.
    • (2004) IEEE Trans. Geosci. Remote Sens. , vol.42 , Issue.8 , pp. 1778-1790
    • Melgani, F.1    Bruzzone, L.2
  • 5
    • 33750819329 scopus 로고    scopus 로고
    • A novel transductive SVM for semisupervised classification of remote-sensing images
    • Nov.
    • L. Bruzzone, C. Mingmin, and M. Marconcini, "A novel transductive SVM for semisupervised classification of remote-sensing images, " IEEE Trans. Geosci. Remote Sens., vol. 44, no. 11, pp. 3363-3373, Nov. 2006.
    • (2006) IEEE Trans. Geosci. Remote Sens. , vol.44 , Issue.11 , pp. 3363-3373
    • Bruzzone, L.1    Mingmin, C.2    Marconcini, M.3
  • 6
    • 34249810956 scopus 로고    scopus 로고
    • Semisupervised classification of hyperspectral images by SVMs optimized in the primal
    • Jun.
    • M. Chi and L. Bruzzone, "Semisupervised classification of hyperspectral images by SVMs optimized in the primal, " IEEE Trans. Geosci. Remote Sens., vol. 45, no. 6, pp. 1870-1880, Jun. 2007.
    • (2007) IEEE Trans. Geosci. Remote Sens. , vol.45 , Issue.6 , pp. 1870-1880
    • Chi, M.1    Bruzzone, L.2
  • 7
    • 84869489944 scopus 로고    scopus 로고
    • Semisupervised hyperspectral image classification using soft sparse multinomial logistic regression
    • Mar.
    • J. Li, J. M. Bioucas-Dias, and A. Plaza, "Semisupervised hyperspectral image classification using soft sparse multinomial logistic regression, " IEEE Geosci. Remote Sens. Lett., vol. 10, no. 2, pp. 318-322, Mar. 2013.
    • (2013) IEEE Geosci. Remote Sens. Lett. , vol.10 , Issue.2 , pp. 318-322
    • Li, J.1    Bioucas-Dias, J.M.2    Plaza, A.3
  • 8
    • 77951295198 scopus 로고    scopus 로고
    • Semisupervised neural networks for efficient hyperspectral image classification
    • May
    • F. Ratle, G. Camps-Valls, and J. Weston, "Semisupervised neural networks for efficient hyperspectral image classification, " IEEE Trans. Geosci. Remote Sens., vol. 48, no. 5, pp. 2271-2282, May 2010.
    • (2010) IEEE Trans. Geosci. Remote Sens. , vol.48 , Issue.5 , pp. 2271-2282
    • Ratle, F.1    Camps-Valls, G.2    Weston, J.3
  • 9
    • 84876468871 scopus 로고    scopus 로고
    • An adaptive artificial immune network for supervised classification of multi-/hyperspectral remote sensing imagery
    • Mar.
    • Y. Zhong and L. Zhang, "An adaptive artificial immune network for supervised classification of multi-/hyperspectral remote sensing imagery, " IEEE Trans. Geosci. Remote Sens., vol. 50, no. 3, pp. 894-909, Mar. 2012.
    • (2012) IEEE Trans. Geosci. Remote Sens. , vol.50 , Issue.3 , pp. 894-909
    • Zhong, Y.1    Zhang, L.2
  • 10
    • 84899967600 scopus 로고    scopus 로고
    • Advances in spectral-spatial classification of hyperspectral images
    • Mar.
    • M. Fauvel, Y. Tarabalka, J. A. Benediktsson, J. Chanussot, and J. C. Tilton, "Advances in spectral-spatial classification of hyperspectral images, " Proc. IEEE, vol. 101, no. 3, pp. 652-675, Mar. 2013.
    • (2013) Proc. IEEE , vol.101 , Issue.3 , pp. 652-675
    • Fauvel, M.1    Tarabalka, Y.2    Benediktsson, J.A.3    Chanussot, J.4    Tilton, J.C.5
  • 11
    • 67949115614 scopus 로고    scopus 로고
    • Spectral-spatial classification of hyperspectral imagery based on partitional clustering techniques
    • Aug.
    • Y. Tarabalka, J. A. Benediktsson, and J. Chanussot, "Spectral-spatial classification of hyperspectral imagery based on partitional clustering techniques, " IEEE Trans. Geosci. Remote Sens., vol. 47, no. 8, pp. 2973-2987, Aug. 2009.
    • (2009) IEEE Trans. Geosci. Remote Sens. , vol.47 , Issue.8 , pp. 2973-2987
    • Tarabalka, Y.1    Benediktsson, J.A.2    Chanussot, J.3
  • 12
    • 78049241977 scopus 로고    scopus 로고
    • Multiple spectral-spatial classification approach for hyperspectral data
    • Nov.
    • Y. Tarabalka, J. A. Benediktsson, J. Chanussot, and J. C. Tilton, "Multiple spectral-spatial classification approach for hyperspectral data, " IEEE Trans. Geosci. Remote Sens., vol. 48, no. 11, pp. 4122-4132, Nov. 2010.
    • (2010) IEEE Trans. Geosci. Remote Sens. , vol.48 , Issue.11 , pp. 4122-4132
    • Tarabalka, Y.1    Benediktsson, J.A.2    Chanussot, J.3    Tilton, J.C.4
  • 15
    • 80053562930 scopus 로고    scopus 로고
    • Hyperspectral image segmentation using a new Bayesian approach with active learning
    • Oct.
    • J. Li, J. M. Bioucas-Dias, and A. Plaza, "Hyperspectral image segmentation using a new bayesian approach with active learning, " IEEE Trans. Geosci. Remote Sens., vol. 49, no. 10, pp. 3947-3960, Oct. 2011.
    • (2011) IEEE Trans. Geosci. Remote Sens. , vol.49 , Issue.10 , pp. 3947-3960
    • Li, J.1    Bioucas-Dias, J.M.2    Plaza, A.3
  • 16
    • 80052087931 scopus 로고    scopus 로고
    • Spectral-spatial hyperspectral image segmentation using subspace multinomial logistic regression and Markov random fields
    • Mar.
    • J. Li, J. M. Bioucas-Dias, and A. Plaza, "Spectral-spatial hyperspectral image segmentation using subspace multinomial logistic regression and Markov random fields, " IEEE Trans. Geosci. Remote Sens., vol. 50, no. 3, pp. 809-823, Mar. 2012.
    • (2012) IEEE Trans. Geosci. Remote Sens. , vol.50 , Issue.3 , pp. 809-823
    • Li, J.1    Bioucas-Dias, J.M.2    Plaza, A.3
  • 17
    • 80053571096 scopus 로고    scopus 로고
    • Hyperspectral image classification using dictionary-based sparse representation
    • Oct.
    • Y. Chen, N. M. Nasrabadi, and T. D. Tran, "Hyperspectral image classification using dictionary-based sparse representation, " IEEE Trans. Geosci. Remote Sens., vol. 49, no. 10, pp. 3973-3985, Oct. 2011.
    • (2011) IEEE Trans. Geosci. Remote Sens. , vol.49 , Issue.10 , pp. 3973-3985
    • Chen, Y.1    Nasrabadi, N.M.2    Tran, T.D.3
  • 18
    • 84871731919 scopus 로고    scopus 로고
    • Hyperspectral image classification via kernel sparse representation
    • Jan.
    • Y. Chen, N. M. Nasrabadi, and T. D. Tran, "Hyperspectral image classification via kernel sparse representation, " IEEE Trans. Geosci. Remote Sens., vol. 51, no. 1, pp. 217-231, Jan. 2013.
    • (2013) IEEE Trans. Geosci. Remote Sens. , vol.51 , Issue.1 , pp. 217-231
    • Chen, Y.1    Nasrabadi, N.M.2    Tran, T.D.3
  • 19
    • 84870541423 scopus 로고    scopus 로고
    • Exploiting sparsity in hyperspectral image classification via graphical models
    • May
    • U. Srinivas, Y. Chen, V. Monga, N. M. Nasrabadi, and T. D. Tran, "Exploiting sparsity in hyperspectral image classification via graphical models, " IEEE Geosci. Remote Sens. Lett., vol. 10, no. 3, pp. 505-509, May 2013.
    • (2013) IEEE Geosci. Remote Sens. Lett. , vol.10 , Issue.3 , pp. 505-509
    • Srinivas, U.1    Chen, Y.2    Monga, V.3    Nasrabadi, N.M.4    Tran, T.D.5
  • 20
    • 84875713130 scopus 로고    scopus 로고
    • Hyperspectral image classification based on structured sparse logistic regression and three-dimensional wavelet texture features
    • Apr.
    • Y. Qian, M. Ye, and J. Zhou, "Hyperspectral image classification based on structured sparse logistic regression and three-dimensional wavelet texture features, " IEEE Trans. Geosci. Remote Sens., vol. 51, no. 4, pp. 2276-2291, Apr. 2013.
    • (2013) IEEE Trans. Geosci. Remote Sens. , vol.51 , Issue.4 , pp. 2276-2291
    • Qian, Y.1    Ye, M.2    Zhou, J.3
  • 21
    • 84906784880 scopus 로고    scopus 로고
    • Spectral-spatial classification of hyperspectral data via morphological component analysis-based image separation
    • Jan.
    • Z. H. Xue, J. Li, L. Cheng, and P. J. Du, "Spectral-spatial classification of hyperspectral data via morphological component analysis-based image separation, " IEEE Trans. Geosci. Remote Sens., vol. 53, no. 1, pp. 70-84, Jan. 2015.
    • (2015) IEEE Trans. Geosci. Remote Sens. , vol.53 , Issue.1 , pp. 70-84
    • Xue, Z.H.1    Li, J.2    Cheng, L.3    Du, P.J.4
  • 22
    • 30844445842 scopus 로고    scopus 로고
    • Algorithms for simultaneous sparse approximation. Part I: Greedy pursuit
    • J. A. Tropp, A. C. Gilbert, and M. J. Strauss, "Algorithms for simultaneous sparse approximation. Part I: Greedy pursuit, " J. Signal Process., vol. 86, no. 3, pp. 572-588, 2006.
    • (2006) J. Signal Process. , vol.86 , Issue.3 , pp. 572-588
    • Tropp, J.A.1    Gilbert, A.C.2    Strauss, M.J.3
  • 23
    • 84896401103 scopus 로고    scopus 로고
    • Hyperspectral image classification by nonlocal joint collaborative representation with a locally adaptive dictionary
    • Jun.
    • J. Li, H. Zhang, Y. Huang, and L. Zhang, "Hyperspectral image classification by nonlocal joint collaborative representation with a locally adaptive dictionary, " IEEE Trans. Geosci. Remote Sens., vol. 52, no. 6, pp. 3707-3719, Jun. 2014.
    • (2014) IEEE Trans. Geosci. Remote Sens. , vol.52 , Issue.6 , pp. 3707-3719
    • Li, J.1    Zhang, H.2    Huang, Y.3    Zhang, L.4
  • 26
    • 80052087210 scopus 로고    scopus 로고
    • On combining multiple features for hyperspectral remote sensing image classification
    • Mar.
    • L. Zhang, L. Zhang, D. Tao, and X. Huang, "On combining multiple features for hyperspectral remote sensing image classification, " IEEE Trans. Geosci. Remote Sens., vol. 50, no. 3, pp. 879-893, Mar. 2012.
    • (2012) IEEE Trans. Geosci. Remote Sens. , vol.50 , Issue.3 , pp. 879-893
    • Zhang, L.1    Zhang, L.2    Tao, D.3    Huang, X.4
  • 27
    • 84871748730 scopus 로고    scopus 로고
    • An SVM ensemble approach combining spectral, structural, and semantic features for the classification of highresolution remotely sensed imagery
    • Jan.
    • X. Huang and L. Zhang, "An SVM ensemble approach combining spectral, structural, and semantic features for the classification of highresolution remotely sensed imagery, " IEEE Trans. Geosci. Remote Sens., vol. 51, no. 1, pp. 257-272, Jan. 2013.
    • (2013) IEEE Trans. Geosci. Remote Sens. , vol.51 , Issue.1 , pp. 257-272
    • Huang, X.1    Zhang, L.2
  • 28
    • 84907456238 scopus 로고    scopus 로고
    • Multiple feature learning for hyperspectral image classification
    • Mar.
    • J. Li et al., "Multiple feature learning for hyperspectral image classification, " IEEE Trans. Geosci. Remote Sens., vol. 53, no. 3, pp. 1592-1606, Mar. 2015.
    • (2015) IEEE Trans. Geosci. Remote Sens. , vol.53 , Issue.3 , pp. 1592-1606
    • Li, J.1
  • 29
    • 0031189914 scopus 로고    scopus 로고
    • Multi-task learning
    • R. Caruana, "Multi-task learning, " Mach. Learn., vol. 28, no. 1, pp. 430-445, 1997.
    • (1997) Mach. Learn. , vol.28 , Issue.1 , pp. 430-445
    • Caruana, R.1
  • 31
    • 63049087592 scopus 로고    scopus 로고
    • A multitask learning model for online pattern recognition
    • Mar.
    • S. Ozawa, A. Roy, and D. Roussinov, "A multitask learning model for online pattern recognition, " IEEE Trans. Neural Netw., vol. 20, no. 3, pp. 430-445, Mar. 2009.
    • (2009) IEEE Trans. Neural Netw. , vol.20 , Issue.3 , pp. 430-445
    • Ozawa, S.1    Roy, A.2    Roussinov, D.3
  • 32
    • 84866609133 scopus 로고    scopus 로고
    • Visual classification with multitask joint sparse representation
    • Oct.
    • X.-T. Yuan, X. Liu, and S. Yan, "Visual classification with multitask joint sparse representation, " IEEE Trans. Image Process., vol. 21, no. 10, pp. 4349-4360, Oct. 2012.
    • (2012) IEEE Trans. Image Process. , vol.21 , Issue.10 , pp. 4349-4360
    • Yuan, X.-T.1    Liu, X.2    Yan, S.3
  • 33
    • 84870903062 scopus 로고    scopus 로고
    • Automatic annotation of satellite images via multifeature joint sparse coding with spatial relation constraint
    • Jul.
    • X. Zheng, X. Sun, K. Fu, and H.Wang, "Automatic annotation of satellite images via multifeature joint sparse coding with spatial relation constraint, " IEEE Geosci. Remote Sens. Lett., vol. 10, no. 4, pp. 652-656, Jul. 2013.
    • (2013) IEEE Geosci. Remote Sens. Lett. , vol.10 , Issue.4 , pp. 652-656
    • Zheng, X.1    Sun, X.2    Fu, K.3    Wang, H.4
  • 34
    • 84896389249 scopus 로고    scopus 로고
    • Kernel sparse multitask learning for hyperspectral image classification with empirical mode decomposition and morphological wavelet-based features
    • Aug.
    • Z. He, Q.Wang, Y. Shen, and M. J. Sun, "Kernel sparse multitask learning for hyperspectral image classification with empirical mode decomposition and morphological wavelet-based features, " IEEE Trans. Geosci. Remote Sens., vol. 52, no. 8, pp. 5150-5163, Aug. 2014.
    • (2014) IEEE Trans. Geosci. Remote Sens. , vol.52 , Issue.8 , pp. 5150-5163
    • He, Z.1    Wang, Q.2    Shen, Y.3    Sun, M.J.4
  • 35
    • 85027917034 scopus 로고    scopus 로고
    • Efficient superpixel-level multi-task joint sparse representation for hyperspectral image classification
    • Oct.
    • J. Li, H. Zhang, and L. Zhang, "Efficient superpixel-level multi-task joint sparse representation for hyperspectral image classification, " IEEE Trans. Geosci. Remote Sens., vol. 53, no. 10, pp. 5338-5351, Oct. 2015.
    • (2015) IEEE Trans. Geosci. Remote Sens. , vol.53 , Issue.10 , pp. 5338-5351
    • Li, J.1    Zhang, H.2    Zhang, L.3
  • 36
    • 84901201294 scopus 로고    scopus 로고
    • Joint collaborative representation with multitask learning for hyperspectral image classification
    • Sep.
    • J. Li, H. Zhang, L. Zhang, X. Huang, and L. Zhang, "Joint collaborative representation with multitask learning for hyperspectral image classification, " IEEE Trans. Geosci. Remote Sens., vol. 52, no. 9, pp. 5923-5936, Sep. 2014.
    • (2014) IEEE Trans. Geosci. Remote Sens. , vol.52 , Issue.9 , pp. 5923-5936
    • Li, J.1    Zhang, H.2    Zhang, L.3    Huang, X.4    Zhang, L.5
  • 37
    • 85027938563 scopus 로고    scopus 로고
    • A nonlinear multiple features learning classifier for hyperspectral image with limited training samples
    • Jun.
    • J. Li, H. Zhang, and L. Zhang, "A nonlinear multiple features learning classifier for hyperspectral image with limited training samples, " IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 8, no. 6, pp. 2728-2738, Jun. 2015.
    • (2015) IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens. , vol.8 , Issue.6 , pp. 2728-2738
    • Li, J.1    Zhang, H.2    Zhang, L.3
  • 38
    • 85027935053 scopus 로고    scopus 로고
    • Fast multifeature joint sparse representation for hyperspectral image classification
    • Jul.
    • E. Zhang, X. Zhang, H. Liu, and L. Jiao, "Fast multifeature joint sparse representation for hyperspectral image classification, " IEEE Geosci. Remote Sens. Lett., vol. 12, no. 7, pp. 1397-1401, Jul. 2015.
    • (2015) IEEE Geosci. Remote Sens. Lett. , vol.12 , Issue.7 , pp. 1397-1401
    • Zhang, E.1    Zhang, X.2    Liu, H.3    Jiao, L.4
  • 39
    • 84903278535 scopus 로고    scopus 로고
    • Spectral-spatial hyperspectral image classification via multiscale adaptive sparse representation
    • Dec.
    • L. Fang, S. Li, X. Kang, and J. A. Benediktsson, "Spectral-spatial hyperspectral image classification via multiscale adaptive sparse representation, " IEEE Trans. Geosci. Remote Sens., vol. 52, no. 12, pp. 7738-7749, Dec. 2014.
    • (2014) IEEE Trans. Geosci. Remote Sens. , vol.52 , Issue.12 , pp. 7738-7749
    • Fang, L.1    Li, S.2    Kang, X.3    Benediktsson, J.A.4
  • 41
    • 83655167265 scopus 로고    scopus 로고
    • Joint dynamic sparse representation for multi-view face recognition
    • H. Zhang, N. M. Nasrabadi, Y. Zhang, and T. S. Huang, "Joint dynamic sparse representation for multi-view face recognition, " Pattern Recognit., vol. 45, no. 4, pp. 1290-1298, 2012.
    • (2012) Pattern Recognit. , vol.45 , Issue.4 , pp. 1290-1298
    • Zhang, H.1    Nasrabadi, N.M.2    Zhang, Y.3    Huang, T.S.4
  • 43
    • 23844477225 scopus 로고    scopus 로고
    • Sparse solutions to linear inverse problems with multiple measurement vectors
    • Jul.
    • S. F. Cotter, B. D. Rao, K. Engan, and K. Kreutz-Delgado, "Sparse solutions to linear inverse problems with multiple measurement vectors, " IEEE Trans. Signal Process., vol. 53, no. 7, pp. 2477-2488, Jul. 2005.
    • (2005) IEEE Trans. Signal Process. , vol.53 , Issue.7 , pp. 2477-2488
    • Cotter, S.F.1    Rao, B.D.2    Engan, K.3    Kreutz-Delgado, K.4
  • 44
    • 64649083745 scopus 로고    scopus 로고
    • Signal recovery from random measurements via orthogonal matching pursuit
    • Dec.
    • J. A. Tropp and A. C. Gilbert, "Signal recovery from random measurements via orthogonal matching pursuit, " IEEE Trans. Inf. Theory, vol. 53, no. 12, pp. 4655-4666, Dec. 2007.
    • (2007) IEEE Trans. Inf. Theory , vol.53 , Issue.12 , pp. 4655-4666
    • Tropp, J.A.1    Gilbert, A.C.2


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