메뉴 건너뛰기




Volumn 8, Issue 4, 2016, Pages

A spectral-spatial classification of hyperspectral images based on the algebraic multigrid method and hierarchical segmentation algorithm

Author keywords

Algebraic multigrid methods; Classification; Hierarchical segmentation; Hyperspectral images; Marker selection; Spectral spatial

Indexed keywords

ALGEBRA; ALGORITHMS; CLASSIFICATION (OF INFORMATION); IMAGE CLASSIFICATION; LINEAR SYSTEMS; SPECTROSCOPY;

EID: 84971642499     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs8040296     Document Type: Article
Times cited : (24)

References (40)
  • 1
    • 14644403023 scopus 로고    scopus 로고
    • Multispectral land sensing: Where from, where to?
    • Landgrebe, D.A. Multispectral land sensing: Where from, where to? IEEE Trans. Geosci. Remote Sens. 2005, 43, 414-421.
    • (2005) IEEE Trans. Geosci. Remote Sens , vol.43 , pp. 414-421
    • Landgrebe, D.A.1
  • 2
    • 14644421528 scopus 로고    scopus 로고
    • Investigation of the random forest framework for classification of hyperspectral data
    • Ham, J.; Chen, Y.; Crawford, M.M.; Ghosh, J. Investigation of the random forest framework for classification of hyperspectral data. IEEE Trans. Geosci. Remote Sens. 2005, 43, 492-501.
    • (2005) IEEE Trans. Geosci. Remote Sens , vol.43 , pp. 492-501
    • Ham, J.1    Chen, Y.2    Crawford, M.M.3    Ghosh, J.4
  • 4
  • 5
    • 79957643015 scopus 로고    scopus 로고
    • Robust hyperspectral classification using relevance vector machine
    • Mianji, F.A.; Zhang, Y. Robust hyperspectral classification using relevance vector machine. IEEE Trans. Geosci. Remote Sens. 2011, 49, 2100-2112.
    • (2011) IEEE Trans. Geosci. Remote Sens , vol.49 , pp. 2100-2112
    • Mianji, F.A.1    Zhang, Y.2
  • 6
    • 73249137938 scopus 로고    scopus 로고
    • Gaussian process approach to remote sensing image classification
    • Bazi, Y.; Melgani, F. Gaussian process approach to remote sensing image classification. IEEE Trans. Geosci. Remote Sens. 2010, 48, 186-197.
    • (2010) IEEE Trans. Geosci. Remote Sens , vol.48 , pp. 186-197
    • Bazi, Y.1    Melgani, F.2
  • 7
    • 85027937532 scopus 로고    scopus 로고
    • Active learning with gaussian process classifier for hyperspectral image classification
    • Sun, S.; Zhong, P.; Xiao, H.;Wang, R. Active learning with gaussian process classifier for hyperspectral image classification. IEEE Trans. Geosci. Remote Sens. 2015, 53, 1746-1760.
    • (2015) IEEE Trans. Geosci. Remote Sens , vol.53 , pp. 1746-1760
    • Sun, S.1    Zhong, P.2    Xiao, H.3    Wang, R.4
  • 8
    • 20444432773 scopus 로고    scopus 로고
    • Kernel-based methods for hyperspectral image classification
    • Camps-Valls, G.; Bruzzone, L. Kernel-based methods for hyperspectral image classification. IEEE Trans. Geosci. Remote Sens. 2005, 43, 1351-1362.
    • (2005) IEEE Trans. Geosci. Remote Sens , vol.43 , pp. 1351-1362
    • Camps-Valls, G.1    Bruzzone, L.2
  • 9
    • 4344614511 scopus 로고    scopus 로고
    • Classification of hyperspectral remote sensing images with support vector machines
    • Melgani, F.; Bruzzone, L. Classification of hyperspectral remote sensing images with support vector machines. IEEE Trans. Geosci. Remote Sens. 2004, 42, 1778-1780.
    • (2004) IEEE Trans. Geosci. Remote Sens , vol.42 , pp. 1778-1780
    • Melgani, F.1    Bruzzone, L.2
  • 10
    • 77951295198 scopus 로고    scopus 로고
    • Semisupervised neural networks for efficient hyperspectral image classification
    • Ratle, F.; Camps-Valls, G.; Weston, J. Semisupervised neural networks for efficient hyperspectral image classification. IEEE Trans. Geosci. Remote Sens. 2010, 48, 2271-2282.
    • (2010) IEEE Trans. Geosci. Remote Sens , vol.48 , pp. 2271-2282
    • Ratle, F.1    Camps-Valls, G.2    Weston, J.3
  • 11
    • 80053571096 scopus 로고    scopus 로고
    • Hyperspectral image classification using dictionary-based sparse representation
    • Chen, Y.; Nasrabadi, N.M.; Tran, T.D. Hyperspectral image classification using dictionary-based sparse representation. IEEE Trans. Geosci. Remote Sens. 2011, 49, 3973-3985.
    • (2011) IEEE Trans. Geosci. Remote Sens , vol.49 , pp. 3973-3985
    • Chen, Y.1    Nasrabadi, N.M.2    Tran, T.D.3
  • 13
    • 84921027070 scopus 로고    scopus 로고
    • Local-manifold-learning-based graph construction for semisupervised hyperspectral image classification
    • Ma, L.; Crawford, M.M.; Yang, X.; Guo, Y. Local-manifold-learning-based graph construction for semisupervised hyperspectral image classification. IEEE Trans. Geosci. Remote Sens. 2015, 53, 2832-2844.
    • (2015) IEEE Trans. Geosci. Remote Sens , vol.53 , pp. 2832-2844
    • Ma, L.1    Crawford, M.M.2    Yang, X.3    Guo, Y.4
  • 14
    • 70449433268 scopus 로고    scopus 로고
    • A comparative study of spatial approaches for urban mapping using hyperspectral rosis images over pavia city, northern Italy
    • Huang, X.; Zhang, L. A comparative study of spatial approaches for urban mapping using hyperspectral rosis images over pavia city, northern Italy. Int. J. Remote Sens. 2009, 30, 3205-3221.
    • (2009) Int. J. Remote Sens , vol.30 , pp. 3205-3221
    • Huang, X.1    Zhang, L.2
  • 15
    • 14644412366 scopus 로고    scopus 로고
    • Classification of hyperspectral data from urban areas based on extended morphological profiles
    • Benediktsson, J.A.; Palmason, J.A.; Sveinsson, J.R. Classification of hyperspectral data from urban areas based on extended morphological profiles. IEEE Trans. Geosci. Remote Sens. 2005, 43, 480-491.
    • (2005) IEEE Trans. Geosci. Remote Sens , vol.43 , pp. 480-491
    • Benediktsson, J.A.1    Palmason, J.A.2    Sveinsson, J.R.3
  • 16
    • 85027936346 scopus 로고    scopus 로고
    • Spectral and spatial classification of hyperspectral images based on ica and reduced morphological attribute profiles
    • Falco, N.; Benediktsson, J.A.; Bruzzone, L. Spectral and spatial classification of hyperspectral images based on ica and reduced morphological attribute profiles. IEEE Trans. Geosci. Remote Sens. 2015, 53, 6223-6240.
    • (2015) IEEE Trans. Geosci. Remote Sens , vol.53 , pp. 6223-6240
    • Falco, N.1    Benediktsson, J.A.2    Bruzzone, L.3
  • 17
  • 18
    • 84866291195 scopus 로고    scopus 로고
    • Discriminative gabor feature selection for hyperspectral image classification
    • Shen, L.; Zhu, Z.; Jia, S.; Zhu, J.; Sun, Y. Discriminative gabor feature selection for hyperspectral image classification. IEEE Geosci. Remote Sens. Lett. 2013, 10, 29-33.
    • (2013) IEEE Geosci. Remote Sens. Lett , vol.10 , pp. 29-33
    • Shen, L.1    Zhu, Z.2    Jia, S.3    Zhu, J.4    Sun, Y.5
  • 19
    • 84912029121 scopus 로고    scopus 로고
    • Spectral-spatial classification of hyperspectral image based on kernel extreme learning machine
    • Chen, C.; Li, W.; Su, H.; Liu, K. Spectral-spatial classification of hyperspectral image based on kernel extreme learning machine. Remote Sens. 2014, 6, 5795-5814.
    • (2014) Remote Sens , vol.6 , pp. 5795-5814
    • Chen, C.1    Li, W.2    Su, H.3    Liu, K.4
  • 20
    • 80052087931 scopus 로고    scopus 로고
    • Spectral-spatial hyperspectral image segmentation using subspace multinomial logistic regression and markov random fields
    • Li, J.; Bioucas-Dias, J.M.; Plaza, A. Spectral-spatial hyperspectral image segmentation using subspace multinomial logistic regression and markov random fields. IEEE Trans. Geosci. Remote Sens. 2012, 50, 809-823.
    • (2012) IEEE Trans. Geosci. Remote Sens , vol.50 , pp. 809-823
    • Li, J.1    Bioucas-Dias, J.M.2    Plaza, A.3
  • 21
    • 84920948074 scopus 로고    scopus 로고
    • Spectral-spatial classification for hyperspectral data using rotation forests with local feature extraction and markov random fields
    • Xia, J.; Chanussot, J.; Du, P.; He, X. Spectral-spatial classification for hyperspectral data using rotation forests with local feature extraction and markov random fields. IEEE Trans. Geosci. Remote Sens. 2015, 53, 2532-2546.
    • (2015) IEEE Trans. Geosci. Remote Sens , vol.53 , pp. 2532-2546
    • Xia, J.1    Chanussot, J.2    Du, P.3    He, X.4
  • 24
    • 84857699240 scopus 로고    scopus 로고
    • A marker-based approach for the automated selection of a single segmentation from a hierarchical set of image segmentations
    • Tarabalka, Y.; Tilton, J.C.; Benediktsson, J.A.; Chanussot, J. A marker-based approach for the automated selection of a single segmentation from a hierarchical set of image segmentations. IEEE J. Sel. Top. Appl. Earth Observ. Remote Sens. 2012, 5, 262-272.
    • (2012) IEEE J. Sel. Top. Appl. Earth Observ. Remote Sens , vol.5 , pp. 262-272
    • Tarabalka, Y.1    Tilton, J.C.2    Benediktsson, J.A.3    Chanussot, J.4
  • 25
    • 77956694762 scopus 로고    scopus 로고
    • Segmentation and classification of hyperspectral images using minimum spanning forest grown from automatically selected markers
    • Tarabalka, Y.; Chanussot, J.; Benediktsson, J.A. Segmentation and classification of hyperspectral images using minimum spanning forest grown from automatically selected markers. IEEE Trans. Syst. Man Cybern. B Cybernet. 2010, 40, 1267-1279.
    • (2010) IEEE Trans. Syst. Man Cybern. B Cybernet , vol.40 , pp. 1267-1279
    • Tarabalka, Y.1    Chanussot, J.2    Benediktsson, J.A.3
  • 26
    • 0042430619 scopus 로고    scopus 로고
    • An algebraic multigrid approach for image analysis
    • Kimmel, R.; Yavneh, I. An algebraic multigrid approach for image analysis. SIAM J. Sci. Comput. 2003, 24, 1218-1231.
    • (2003) SIAM J. Sci. Comput , vol.24 , pp. 1218-1231
    • Kimmel, R.1    Yavneh, I.2
  • 27
    • 0025465145 scopus 로고
    • Scale-space and edge detection using anisotropic diffusion
    • Perona, P.; Malik, J. Scale-space and edge detection using anisotropic diffusion. IEEE Trans. Pattern Anal. Mach. Intell. 1990, 12, 629-639.
    • (1990) IEEE Trans. Pattern Anal. Mach. Intell , vol.12 , pp. 629-639
    • Perona, P.1    Malik, J.2
  • 29
    • 0038681971 scopus 로고    scopus 로고
    • Selection of optimal stopping time for nonlinear diffusion filtering
    • Mrázek, P.; Navara, M. Selection of optimal stopping time for nonlinear diffusion filtering. Int. J. Comput. Vis. 2003, 52, 189-203.
    • (2003) Int. J. Comput. Vis , vol.52 , pp. 189-203
    • Mrázek, P.1    Navara, M.2
  • 32
    • 34247380631 scopus 로고    scopus 로고
    • Comparative study of semi-implicit schemes for nonlinear diffusion in hyperspectral imagery
    • Duarte-Carvajalino, J.M.; Castillo, P.E.; Velez-Reyes, M. Comparative study of semi-implicit schemes for nonlinear diffusion in hyperspectral imagery. IEEE Trans. Image Process. 2007, 16, 1303-1314.
    • (2007) IEEE Trans. Image Process , vol.16 , pp. 1303-1314
    • Duarte-Carvajalino, J.M.1    Castillo, P.E.2    Velez-Reyes, M.3
  • 33
    • 48849106119 scopus 로고    scopus 로고
    • Multiscale representation and segmentation of hyperspectral imagery using geometric partial differential equations and algebraic multigrid methods
    • Duarte-Carvajalino, J.M.; Sapiro, G.; Vélez-Reyes, M.; Castillo, P.E. Multiscale representation and segmentation of hyperspectral imagery using geometric partial differential equations and algebraic multigrid methods. IEEE Trans. Geosci. Remote Sens. 2008, 46, 2418-2434.
    • (2008) IEEE Trans. Geosci. Remote Sens , vol.46 , pp. 2418-2434
    • Duarte-Carvajalino, J.M.1    Sapiro, G.2    Vélez-Reyes, M.3    Castillo, P.E.4
  • 36
    • 80052740627 scopus 로고    scopus 로고
    • A spatial-spectral kernel-based approach for the classification of remote-sensing images
    • Mathieu, F.; Jocelyn, C.; Atli, B.J. A spatial-spectral kernel-based approach for the classification of remote-sensing images. Pattern Recognit. 2012, 45, 381-392.
    • (2012) Pattern Recognit , vol.45 , pp. 381-392
    • Mathieu, F.1    Jocelyn, C.2    Atli, B.J.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.