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Volumn 52, Issue 6, 2014, Pages 3742-3752

Feature extraction of hyperspectral images with image fusion and recursive filtering

Author keywords

Feature extraction; hyperspectral image; image classification; image fusion (IF); recursive filtering

Indexed keywords

FEATURE EXTRACTION; IMAGE FUSION; INDEPENDENT COMPONENT ANALYSIS; SPECTROSCOPY; SUPPORT VECTOR MACHINES;

EID: 84896389880     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2013.2275613     Document Type: Article
Times cited : (301)

References (43)
  • 1
    • 77957741951 scopus 로고
    • On the mean accuracy of statistical pattern recognizers
    • Jan
    • G. Hughes, "On the mean accuracy of statistical pattern recognizers,"IEEE Trans. Inf. Theory, vol. IT-14, no. 1, pp. 55-63, Jan. 1968.
    • (1968) IEEE Trans. Inf. Theory , vol.14 , Issue.1 , pp. 55-63
    • Hughes, G.1
  • 2
    • 84874545698 scopus 로고    scopus 로고
    • Feature mining for hyperspectralimage classification
    • Mar
    • X. Jia, B.-C. Kuo, and M. M. Crawford, "Feature mining for hyperspectralimage classification," Proc. IEEE, vol. 101, no. 3, pp. 676-697,Mar. 2013.
    • (2013) Proc. IEEE , vol.101 , Issue.3 , pp. 676-697
    • Jia, X.1    Kuo, B.-C.2    Crawford, M.M.3
  • 3
    • 77951295936 scopus 로고    scopus 로고
    • Feature selection for classification of hyperspectraldata by SVM
    • May
    • M. Pal and G. M. Foody, "Feature selection for classification of hyperspectraldata by SVM," IEEE Trans. Geosci. Remote Sens., vol. 48, no. 5,pp. 2297-2307, May 2010.
    • (2010) IEEE Trans. Geosci. Remote Sens. , vol.48 , Issue.5 , pp. 2297-2307
    • Pal, M.1    Foody, G.M.2
  • 4
    • 18844367208 scopus 로고    scopus 로고
    • Band selection based on feature weighting for classification of hyperspectral data
    • DOI 10.1109/LGRS.2005.844658
    • R. Huang and M. He, "Band selection based on feature weighting forclassification of hyperspectral data," IEEE Geosci. Remote Sens. Lett.,vol. 2, no. 2, pp. 156-159, Apr. 2005. (Pubitemid 40680165)
    • (2005) IEEE Geoscience and Remote Sensing Letters , vol.2 , Issue.2 , pp. 156-159
    • Huang, R.1    He, M.2
  • 5
    • 33846636871 scopus 로고    scopus 로고
    • Extraction of spectral channels from hyperspectral images for classification purposes
    • DOI 10.1109/TGRS.2006.886177
    • S. B. Serpico and G. Moser, "Extraction of spectral channels from hyperspectralimages for classification purposes," IEEE Trans. Geosci. RemoteSens., vol. 45, no. 2, pp. 484-495, Feb. 2007. (Pubitemid 46183043)
    • (2007) IEEE Transactions on Geoscience and Remote Sensing , vol.45 , Issue.2 , pp. 484-495
    • Serpico, S.B.1    Moser, G.2
  • 7
    • 33750590333 scopus 로고    scopus 로고
    • Band selection for hyperspectral image classification using mutual information
    • DOI 10.1109/LGRS.2006.878240, 1715309
    • B. Guo, S. R. Gunn, R. I. Damper, and J. D. B. Nelson, "Band selectionfor hyperspectral image classification using mutual information," IEEEGeosci. Remote Sens. Lett., vol. 3, no. 4, pp. 522-526, Oct. 2006. (Pubitemid 44679664)
    • (2006) IEEE Geoscience and Remote Sensing Letters , vol.3 , Issue.4 , pp. 522-526
    • Guo, B.1    Gunn, S.R.2    Damper, R.I.3    Nelson, J.D.B.4
  • 8
    • 70349332954 scopus 로고    scopus 로고
    • A novel approach to the selection of spatiallyinvariant features for the classification of hyperspectral images withimproved generalization capability
    • Sep
    • L. Bruzzone and C. Persello, "A novel approach to the selection of spatiallyinvariant features for the classification of hyperspectral images withimproved generalization capability," IEEE Trans. Geosci. Remote Sens.,vol. 47, no. 9, pp. 3180-3191, Sep. 2009.
    • (2009) IEEE Trans. Geosci. Remote Sens. , vol.47 , Issue.9 , pp. 3180-3191
    • Bruzzone, L.1    Persello, C.2
  • 9
    • 84878147291 scopus 로고    scopus 로고
    • AndL. Bruzzone, "a novel technique for optimal feature selection in attributeprofiles based on genetic algorithms
    • Jun
    • M. Pedergnana, P. R. Marpu, M. D. Mura, J. A. Benediktsson, andL. Bruzzone, "A novel technique for optimal feature selection in attributeprofiles based on genetic algorithms," IEEE Trans. Geosci. Remote Sens.,vol. 51, no. 6, pp. 3514-3528, Jun. 2013.
    • (2013) IEEE Trans. Geosci. Remote Sens. , vol.51 , Issue.6 , pp. 3514-3528
    • Pedergnana, M.1    Marpu, P.R.2    Mura, M.D.3    Benediktsson, J.A.4
  • 10
    • 55649122577 scopus 로고    scopus 로고
    • Limitations of principal componentsanalysis for hyperspectral target recognition
    • Oct
    • S. Prasad and L. Mann Bruce, "Limitations of principal componentsanalysis for hyperspectral target recognition," IEEE Geosci. Remote Sens.Lett., vol. 5, no. 4, pp. 625-629, Oct. 2008.
    • (2008) IEEE Geosci. Remote Sens.Lett. , vol.5 , Issue.4 , pp. 625-629
    • Prasad, S.1    Mann Bruce, L.2
  • 11
    • 82155191285 scopus 로고    scopus 로고
    • Hyperspectralimage classification with independent component discriminant analysis
    • Dec
    • A. Villa, J. A. Benediktsson, J. Chanussot, and C. Jutten, "Hyperspectralimage classification with independent component discriminant analysis,"IEEE Trans. Geosci. Remote Sens., vol. 49, no. 12, pp. 4865-4876,Dec. 2011.
    • (2011) IEEE Trans. Geosci. Remote Sens. , vol.49 , Issue.12 , pp. 4865-4876
    • Villa, A.1    Benediktsson, J.A.2    Chanussot, J.3    Jutten, C.4
  • 12
    • 80052307660 scopus 로고    scopus 로고
    • Locality-preservingdiscriminant analysis in kernel-induced feature spaces for hyperspectralimage classification
    • Sep
    • W. Li, S. Prasad, J. E. Fowler, and L. Mann Bruce, "Locality- preservingdiscriminant analysis in kernel-induced feature spaces for hyperspectralimage classification," IEEE Geosci. Remote Sens. Lett., vol. 8, no. 5,pp. 894-898, Sep. 2011.
    • (2011) IEEE Geosci. Remote Sens. Lett. , vol.8 , Issue.5 , pp. 894-898
    • Li, W.1    Prasad, S.2    Fowler, J.E.3    Mann Bruce, L.4
  • 13
    • 84859784358 scopus 로고    scopus 로고
    • Locality-preservingdimensionality reduction and classification for hyperspectral image analysis
    • Apr
    • W. Li, S. Prasad, J. E. Fowler, and L. Mann Bruce, "Locality- preservingdimensionality reduction and classification for hyperspectral image analysis,"IEEE Trans. Geosci. Remote Sens., vol. 50, no. 4, pp. 1185-1198,Apr. 2012.
    • (2012) IEEE Trans. Geosci. Remote Sens. , vol.50 , Issue.4 , pp. 1185-1198
    • Li, W.1    Prasad, S.2    Fowler, J.E.3    Mann Bruce, L.4
  • 14
    • 84871993453 scopus 로고    scopus 로고
    • Semisupervisedlocal discriminant analysis for feature extraction in hyperspectralimages
    • Jan
    • W. Liao, A. Pizurica, P. Scheunders, W. Philips, and Y. Pi, "Semisupervisedlocal discriminant analysis for feature extraction in hyperspectralimages," IEEE Trans. Geosci. Remote Sens., vol. 51, no. 1, pp. 184-198,Jan. 2013.
    • (2013) IEEE Trans. Geosci. Remote Sens. , vol.51 , Issue.1 , pp. 184-198
    • Liao, W.1    Pizurica, A.2    Scheunders, P.3    Philips, W.4    Pi, Y.5
  • 16
    • 84885019653 scopus 로고    scopus 로고
    • Combining support vector machines andMarkov random fields in an integrated framework for contextual imageclassification
    • May
    • G. Moser and S. B. Serpico, "Combining support vector machines andMarkov random fields in an integrated framework for contextual imageclassification," IEEE Trans. Geosci. Remote Sens., vol. 51, no. 5,pp. 2734-2752, May 2013.
    • (2013) IEEE Trans. Geosci. Remote Sens. , vol.51 , Issue.5 , pp. 2734-2752
    • Moser, G.1    Serpico, S.B.2
  • 17
    • 77953764526 scopus 로고    scopus 로고
    • Segmentation andclassification of hyperspectral images using watershed transformation
    • Jul
    • Y. Tarabalka, J. Chanussot, and J. A. Benediktsson, "Segmentation andclassification of hyperspectral images using watershed transformation, "Pattern Recognit., vol. 43, no. 7, pp. 2367-2379, Jul. 2010.
    • (2010) Pattern Recognit. , vol.43 , Issue.7 , pp. 2367-2379
    • Tarabalka, Y.1    Chanussot, J.2    Benediktsson, J.A.3
  • 18
    • 77956694762 scopus 로고    scopus 로고
    • Segmentation andclassification of hyperspectral images using minimum spanning forestgrown from automatically selected markers
    • Oct
    • Y. Tarabalka, J. Chanussot, and J. A. Benediktsson, "Segmentation andclassification of hyperspectral images using minimum spanning forestgrown from automatically selected markers," IEEE Trans. Syst., Man,Cybern. B, Cybern., vol. 40, no. 5, pp. 1267-1279, Oct. 2010.
    • (2010) IEEE Trans. Syst., Man,Cybern. B, Cybern. , vol.40 , Issue.5 , pp. 1267-1279
    • Tarabalka, Y.1    Chanussot, J.2    Benediktsson, J.A.3
  • 19
    • 78049241977 scopus 로고    scopus 로고
    • Multiplespectral-spatial classification approach for hyperspectral data
    • Nov
    • Y. Tarabalka, J. A. Benediktsson, J. Chanussot, and J. C. Tilton, "Multiplespectral-spatial classification approach for hyperspectral data," IEEETrans. Geosci. Remote Sens., vol. 48, no. 11, pp. 4122-4132, Nov. 2010.
    • (2010) IEEETrans. Geosci. Remote Sens. , vol.48 , Issue.11 , pp. 4122-4132
    • Tarabalka, Y.1    Benediktsson, J.A.2    Chanussot, J.3    Tilton, J.C.4
  • 20
    • 67949115614 scopus 로고    scopus 로고
    • Spectral-spatialclassification of hyperspectral imagery based on partitional clusteringtechniques
    • Aug
    • Y. Tarabalka, J. A. Benediktsson, and J. Chanussot, "Spectral- spatialclassification of hyperspectral imagery based on partitional clusteringtechniques," 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
  • 21
    • 80053562930 scopus 로고    scopus 로고
    • Hyperspectral image segmentationusing a new Bayesian approach with active learning
    • Oct
    • J. Li, J. M. Bioucas-Dias, and A. Plaza, "Hyperspectral image segmentationusing 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
  • 22
    • 80052087931 scopus 로고    scopus 로고
    • Spectral-spatial hyperspectralimage segmentation using subspace multinomial logistic regression andMarkov random fields
    • Mar
    • J. Li, J. M. Bioucas-Dias, and A. Plaza, "Spectral-spatial hyperspectralimage segmentation using subspace multinomial logistic regression andMarkov 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
  • 23
    • 0142009648 scopus 로고    scopus 로고
    • Classification and featureextraction for remote sensing images from urban areas based on morphologicaltransformations
    • Sep
    • J. Benediktsson, M. Pesaresi, and K. Amason, "Classification and featureextraction for remote sensing images from urban areas based on morphologicaltransformations," IEEE Trans. Geosci. Remote Sens., vol. 41,no. 9, pp. 1940-1949, Sep. 2003.
    • (2003) IEEE Trans. Geosci. Remote Sens. , vol.41 , Issue.9 , pp. 1940-1949
    • Benediktsson, J.1    Pesaresi, M.2    Amason, K.3
  • 24
    • 14644435059 scopus 로고    scopus 로고
    • Dimensionality reduction and classification of hyperspectral image data using sequences of extended morphological transformations
    • DOI 10.1109/TGRS.2004.841417
    • A. Plaza, P. Martinez, J. Plaza, and R. Perez, "Dimensionality reductionand classification of hyperspectral image data using sequences ofextended morphological transformations," IEEE Trans. Geosci. RemoteSens., vol. 43, no. 3, pp. 466-479, Mar. 2005. (Pubitemid 40320269)
    • (2005) IEEE Transactions on Geoscience and Remote Sensing , vol.43 , Issue.3 , pp. 466-479
    • Plaza, A.1    Martinez, P.2    Plaza, J.3    Perez, R.4
  • 25
    • 79955521136 scopus 로고    scopus 로고
    • Classification of hyperspectral images by using extended morphologicalattribute profiles and independent component analysis
    • May
    • D. M. Mura, A. Villa, J. A. Benediktsson, J. Chanussot, and L. Bruzzone,"Classification of hyperspectral images by using extended morphologicalattribute profiles and independent component analysis," IEEE Geosci.Remote Sens. Lett., vol. 8, no. 3, pp. 542-546, May 2011.
    • (2011) IEEE Geosci.Remote Sens. Lett. , vol.8 , Issue.3 , pp. 542-546
    • Mura, D.M.1    Villa, A.2    Benediktsson, J.A.3    Chanussot, J.4    Bruzzone, L.5
  • 26
    • 14644412366 scopus 로고    scopus 로고
    • Classification of hyperspectral data from urban areas based on extended morphological profiles
    • DOI 10.1109/TGRS.2004.842478
    • J. A. Benediktsson, J. A. Palmason, and J. R. Sveinsson, "Classificationof hyperspectral data from urban areas based on extended morphologicalprofiles," IEEE Trans. Geosci. Remote Sens., vol. 43, no. 3, pp. 480-491,Mar. 2005. (Pubitemid 40320270)
    • (2005) IEEE Transactions on Geoscience and Remote Sensing , vol.43 , Issue.3 , pp. 480-491
    • Benediktsson, J.A.1    Palmason, J.A.2    Sveinsson, J.R.3
  • 27
    • 80052740627 scopus 로고    scopus 로고
    • A spatial-spectralkernel-based approach for the classification of remote-sensing images
    • Jan.
    • M. Fauvel, J. Chanussot, and J. A. Benediktsson, "A spatial-spectralkernel-based approach for the classification of remote-sensing images,"Pattern Recognit., vol. 45, no. 1, pp. 381-392, Jan. 2012.
    • (2012) Pattern Recognit. , vol.45 , Issue.1 , pp. 381-392
    • Fauvel, M.1    Chanussot, J.2    Benediktsson, J.A.3
  • 28
    • 84871736244 scopus 로고    scopus 로고
    • Tensor discriminative localityalignment for hyperspectral image spectral-spatial feature extraction
    • Jan
    • L. Zhang, L. Zhang, D. Tao, and X. Huang, "Tensor discriminative localityalignment for hyperspectral image spectral-spatial feature extraction,"IEEE Trans. Geosci. Remote Sens., vol. 51, no. 1, pp. 242-256, Jan. 2013.
    • (2013) IEEE Trans. Geosci. Remote Sens. , vol.51 , Issue.1 , pp. 242-256
    • Zhang, L.1    Zhang, L.2    Tao, D.3    Huang, X.4
  • 29
    • 0032319446 scopus 로고    scopus 로고
    • Bilateral filtering for gray and color images
    • Jan.
    • C. Tomasi and R. Manduchi, "Bilateral filtering for gray and color images,"in Proc. Int. Conf. Comput. Vis., Jan. 1998, pp. 839-846.
    • (1998) Proc. Int. Conf. Comput. Vis. , pp. 839-846
    • Tomasi, C.1    Manduchi, R.2
  • 30
    • 58049134708 scopus 로고    scopus 로고
    • A fast approximation of the bilateral filter using asignal processing approach
    • Jan.
    • S. Paris and F. Durand, "A fast approximation of the bilateral filter using asignal processing approach," Int. J. Comput. Vis., vol. 81, no. 1, pp. 24-52,Jan. 2009.
    • (2009) Int. J. Comput. Vis. , vol.81 , Issue.1 , pp. 24-52
    • Paris, S.1    Durand, F.2
  • 31
    • 49249119306 scopus 로고    scopus 로고
    • Edge-preservingdecompositions for multi-scale tone and detail manipulation
    • Aug
    • Z. Farbman, R. Fattal, D. Lischinski, and R. Szeliski, "Edge-preservingdecompositions for multi-scale tone and detail manipulation," ACMTrans. Graph., vol. 27, no. 3, pp. 67:1-67:10, Aug. 2008.
    • (2008) ACMTrans. Graph. , vol.27 , Issue.3 , pp. 671-66710
    • Farbman, Z.1    Fattal, R.2    Lischinski, D.3    Szeliski, R.4
  • 34
    • 84878331557 scopus 로고    scopus 로고
    • Image fusion with guided filtering
    • Jul
    • S. Li, X. Kang, and J. Hu, "Image fusion with guided filtering," IEEETrans. Image Process., vol. 22, no. 7, pp. 2864-2875, Jul. 2013.
    • (2013) IEEETrans. Image Process. , vol.22 , Issue.7 , pp. 2864-2875
    • Li, S.1    Kang, X.2    Hu, J.3
  • 35
    • 84863658437 scopus 로고    scopus 로고
    • Fast multi-exposure image fusion with median filterand recursive filter
    • May
    • S. Li and X. Kang, "Fast multi-exposure image fusion with median filterand recursive filter," IEEE Trans. Consum. Electron., vol. 58, no. 2,pp. 626-632, May 2012.
    • (2012) IEEE Trans. Consum. Electron. , vol.58 , Issue.2 , pp. 626-632
    • Li, S.1    Kang, X.2
  • 36
    • 80054892393 scopus 로고    scopus 로고
    • Single image haze removal using darkchannel prior
    • Dec
    • K. He, J. Sun, and X. Tang, "Single image haze removal using darkchannel prior," IEEE Trans. Pattern Anal. Mach. Intell., vol. 33, no. 12,pp. 2341-2353, Dec. 2011.
    • (2011) IEEE Trans. Pattern Anal. Mach. Intell. , vol.33 , Issue.12 , pp. 2341-2353
    • He, K.1    Sun, J.2    Tang, X.3
  • 37
    • 77955795354 scopus 로고    scopus 로고
    • Switching bilateral filter with atexture/noise detector for universal noise removal
    • Sep
    • C. H. Lin, J. S. Tsai, and C. T. Chiu, "Switching bilateral filter with atexture/noise detector for universal noise removal," IEEE Trans. ImageProcess., vol. 19, no. 9, pp. 2307-2320, Sep. 2010.
    • (2010) IEEE Trans. ImageProcess. , vol.19 , Issue.9 , pp. 2307-2320
    • Lin, C.H.1    Tsai, J.S.2    Chiu, C.T.3
  • 38
    • 84896314121 scopus 로고    scopus 로고
    • Spectral-spatial hyperspectralimage classification with edge-preserving filtering
    • Jun to be ublished
    • X. Kang, S. Li, and J. A. Bendiktsson, "Spectral-spatial hyperspectralimage classification with edge-preserving filtering," IEEE Trans. Geosci.Remote Sens., vol. 52, no. 6, Jun. 2014, to be published.
    • (2014) IEEE Trans. Geosci.Remote Sens. , vol.52 , Issue.6
    • Kang, X.1    Li, S.2    Bendiktsson, J.A.3
  • 39
    • 84896391134 scopus 로고    scopus 로고
    • [Online]. Available:
    • Online]. Available:http://ieeexplore.ieee.org
  • 40
    • 80051902233 scopus 로고    scopus 로고
    • Domain transform for edge-aware imageand video processing
    • Jul
    • E. S. L. Gastal andM.M. Oliveira, "Domain transform for edge-aware imageand video processing," ACM Trans. Graph., vol. 30, no. 4, pp. 69:1-69:12, Jul. 2011.
    • (2011) ACM Trans. Graph. , vol.30 , Issue.4 , pp. 691-6912
    • Gastal, E.S.L.1    Oliveira, M.M.2
  • 41
    • 4344614511 scopus 로고    scopus 로고
    • Classification of hyperspectral remote sensingimages with support vector machines
    • Aug
    • F. Melgani and L. Bruzzone, "Classification of hyperspectral remote sensingimages with support vector machines," IEEE Trans. Geosci. RemoteSens., vol. 42, no. 8, pp. 1778-1790, Aug. 2004.
    • (2004) IEEE Trans. Geosci. RemoteSens. , vol.42 , Issue.8 , pp. 1778-1790
    • Melgani, F.1    Bruzzone, L.2
  • 43
    • 79955702502 scopus 로고    scopus 로고
    • Libsvm: A library for support vectormachines
    • Apr.
    • C. C. Chang and C. J. Lin, "LIBSVM: A library for support vectormachines," ACMTrans. Intell. Syst. Technol., vol. 2, no. 3, pp. 27:1-27:27,Apr. 2011.
    • (2011) ACMTrans. Intell. Syst. Technol. , vol.2 , Issue.3 , pp. 271-2727
    • Chang, C.C.1    Lin, C.J.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.