메뉴 건너뛰기




Volumn 47, Issue 4, 2009, Pages 1139-1155

Kernel nonparametric weighted feature extraction for hyperspectral image classification

Author keywords

Feature extraction; Image classification

Indexed keywords

CLASSIFIERS; DISCRIMINANT ANALYSIS; IMAGE ANALYSIS; IMAGE CLASSIFICATION; INDEPENDENT COMPONENT ANALYSIS; LEARNING SYSTEMS; PRINCIPAL COMPONENT ANALYSIS;

EID: 63149143190     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2008.2008308     Document Type: Article
Times cited : (171)

References (42)
  • 2
    • 0034296402 scopus 로고    scopus 로고
    • Generalized discriminant analysis using a kernel approach
    • Oct
    • G. Baudat and F. Anouar, "Generalized discriminant analysis using a kernel approach." Neural Comput., vol. 12, no. 10, pp. 2385-2404. Oct. 2000.
    • (2000) Neural Comput , vol.12 , Issue.10 , pp. 2385-2404
    • Baudat, G.1    Anouar, F.2
  • 3
    • 0347243182 scopus 로고    scopus 로고
    • Nonlinear component analysis as a kernel eigenvalue problem
    • Jul
    • B. Scholkopf, A. Smola, and K.R. Müller, "Nonlinear component analysis as a kernel eigenvalue problem," Neural Comput., vol. 10, no. 5, pp. 1299-1319, Jul. 1998.
    • (1998) Neural Comput , vol.10 , Issue.5 , pp. 1299-1319
    • Scholkopf, B.1    Smola, A.2    Müller, K.R.3
  • 5
    • 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
  • 6
    • 20444432773 scopus 로고    scopus 로고
    • Kernel-based methods for hyperspectral image classification
    • Jun
    • G. Camps-Valls and L. Bruzzone, "Kernel-based methods for hyperspectral image classification," IEEE Trans. Geosci. Remote Sens., vol. 43, no. 6, pp. 1351-1362, Jun. 2005.
    • (2005) IEEE Trans. Geosci. Remote Sens , vol.43 , Issue.6 , pp. 1351-1362
    • Camps-Valls, G.1    Bruzzone, L.2
  • 7
    • 44049084715 scopus 로고    scopus 로고
    • Kernel-based framework for multitemporal and multisource remote sensing data classification and change detection
    • Mar
    • G. Camps-Valls, L. Gomez-Chova, J. Munoz-Mari, J. L. Rojo-Alvarez, and M. Martinez-Ramon, "Kernel-based framework for multitemporal and multisource remote sensing data classification and change detection," IEEE Trans. Geosci. Remote Sens., vol. 46, no. 6, pp. 1822-1835, Mar. 2008.
    • (2008) IEEE Trans. Geosci. Remote Sens , vol.46 , Issue.6 , pp. 1822-1835
    • Camps-Valls, G.1    Gomez-Chova, L.2    Munoz-Mari, J.3    Rojo-Alvarez, J.L.4    Martinez-Ramon, M.5
  • 8
    • 33644860218 scopus 로고    scopus 로고
    • A linear feature extraction for multiclass classification problems based on class mean and covariance discriminant information, extraction
    • Feb
    • P. F. Hsieh, D. S. Wang, and C. W. Hsu, "A linear feature extraction for multiclass classification problems based on class mean and covariance discriminant information, extraction," IEEE Trans. Pattern Anal. Mach. Intell., vol. 28, no. 2, pp. 223-235, Feb. 2006.
    • (2006) IEEE Trans. Pattern Anal. Mach. Intell , vol.28 , Issue.2 , pp. 223-235
    • Hsieh, P.F.1    Wang, D.S.2    Hsu, C.W.3
  • 9
    • 16444382390 scopus 로고    scopus 로고
    • Automatic CRP mapping using nonpara-metric machine learning approaches
    • Apr
    • X. Song, G. Fan, and M. Rao, "Automatic CRP mapping using nonpara-metric machine learning approaches," IEEE Trans. Geosci. Remote Sens., vol. 43, no. 4, pp. 888-897, Apr. 2005.
    • (2005) IEEE Trans. Geosci. Remote Sens , vol.43 , Issue.4 , pp. 888-897
    • Song, X.1    Fan, G.2    Rao, M.3
  • 10
    • 14644399190 scopus 로고    scopus 로고
    • Analysis of remotely sensed data: The formative decades and the future
    • Mar
    • J. A. Richards, "Analysis of remotely sensed data: The formative decades and the future," IEEE Trans. Geosci. Remote Sens., vol. 43, no. 3, pp. 422-432, Mar. 2005.
    • (2005) IEEE Trans. Geosci. Remote Sens , vol.43 , Issue.3 , pp. 422-432
    • Richards, J.A.1
  • 11
    • 14644403023 scopus 로고    scopus 로고
    • Multispectral land sensing: Where from, where to?
    • Mar
    • D. Landgrebe, "Multispectral land sensing: Where from, where to?" IEEE Trans. Geosci. Remote Sens., vol. 43, no. 3, pp. 414-421, Mar. 2005.
    • (2005) IEEE Trans. Geosci. Remote Sens , vol.43 , Issue.3 , pp. 414-421
    • Landgrebe, D.1
  • 12
    • 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
  • 13
    • 1242286418 scopus 로고    scopus 로고
    • Toward an optimal supervised classifier for the analysis of hyperspectral data
    • Jan
    • M. M. Dundar and D. Landgrebe, "Toward an optimal supervised classifier for the analysis of hyperspectral data," IEEE Trans. Geosci. Remote Sens., vol. 42, no. 1, pp. 271-277, Jan. 2004.
    • (2004) IEEE Trans. Geosci. Remote Sens , vol.42 , Issue.1 , pp. 271-277
    • Dundar, M.M.1    Landgrebe, D.2
  • 14
    • 2642530204 scopus 로고    scopus 로고
    • Nonparametric weighted feature extraction for classification
    • May
    • B.C. Kuo and D. A. Landgrebe, "Nonparametric weighted feature extraction for classification," IEEE Trans. Geosci. Remote Sens., vol. 42, no. 5, pp. 1096-1105, May 2004.
    • (2004) IEEE Trans. Geosci. Remote Sens , vol.42 , Issue.5 , pp. 1096-1105
    • Kuo, B.C.1    Landgrebe, D.A.2
  • 15
    • 33846636871 scopus 로고    scopus 로고
    • Extraction of spectral channels from hyperspectral images for classification purposes
    • Feb
    • B. S. Sebastiano and M. Gabriele, "Extraction of spectral channels from hyperspectral images for classification purposes," IEEE Trans. Geosci. Remote Sens., vol. 45, no. 2, pp. 484-495, Feb. 2007.
    • (2007) IEEE Trans. Geosci. Remote Sens , vol.45 , Issue.2 , pp. 484-495
    • Sebastiano, B.S.1    Gabriele, M.2
  • 17
    • 33847717070 scopus 로고    scopus 로고
    • Principal component analysis of remote sensing of aerosols over oceans
    • Mar
    • V. Zubko, Y. J. Kaufman, R. I. Burg, and J. V. Martins, "Principal component analysis of remote sensing of aerosols over oceans," IEEE Trans. Geosci. Remote Sens., vol. 45, no. 3, pp. 730-745, Mar. 2007.
    • (2007) IEEE Trans. Geosci. Remote Sens , vol.45 , Issue.3 , pp. 730-745
    • Zubko, V.1    Kaufman, Y.J.2    Burg, R.I.3    Martins, J.V.4
  • 18
    • 63149115457 scopus 로고    scopus 로고
    • A. Hyvrinen, J. Karhunen, and E. Oja, Independent Copmonent Analysis. New York: Wiley.
    • A. Hyvrinen, J. Karhunen, and E. Oja, Independent Copmonent Analysis. New York: Wiley.
  • 19
    • 33745685587 scopus 로고    scopus 로고
    • Classification of hyperspectral data from urban areas using morphological preprocessing and independent component analysis
    • Jul
    • J. A. Palmason, J. A. Benediktsson, J. R. Sveinsson, and J. Chanussot, "Classification of hyperspectral data from urban areas using morphological preprocessing and independent component analysis." in Proc. IGARSS, Jul. 2005, vol. 1, pp. 176-179.
    • (2005) Proc. IGARSS , vol.1 , pp. 176-179
    • Palmason, J.A.1    Benediktsson, J.A.2    Sveinsson, J.R.3    Chanussot, J.4
  • 21
    • 0027579237 scopus 로고
    • Feature extraction based on decision boundaries
    • Apr
    • C. Lee and D. A. Landgrebe, "Feature extraction based on decision boundaries," IEEE Trans. Pattern Anal. Mach. Intell., vol. 15, no. 4, pp. 388-400, Apr. 1993.
    • (1993) IEEE Trans. Pattern Anal. Mach. Intell , vol.15 , Issue.4 , pp. 388-400
    • Lee, C.1    Landgrebe, D.A.2
  • 23
    • 14644421528 scopus 로고    scopus 로고
    • Investigation of the random forest framework for classification of hyperspectral data
    • Mar
    • J. Ham, Y. Chen, M. Crawford, and J. Ghosh, "Investigation of the random forest framework for classification of hyperspectral data," IEEE Trans. Geosci. Remote Sens., vol. 43, no. 3, pp. 492-501, Mar. 2005.
    • (2005) IEEE Trans. Geosci. Remote Sens , vol.43 , Issue.3 , pp. 492-501
    • Ham, J.1    Chen, Y.2    Crawford, M.3    Ghosh, J.4
  • 26
    • 0029411030 scopus 로고
    • An information-maximization approach to blind separation and blind deconvolution
    • Nov
    • A. Bell and T. J. Sejnowski, "An information-maximization approach to blind separation and blind deconvolution," Neural Comput., vol. 7, no. 6, pp. 1129-1159, Nov. 1995.
    • (1995) Neural Comput , vol.7 , Issue.6 , pp. 1129-1159
    • Bell, A.1    Sejnowski, T.J.2
  • 27
    • 1442343488 scopus 로고    scopus 로고
    • IMM, Tech. Univ. Denmark, Copenhagen, Denmark, AFFDL-TR-78, Online, Available
    • H. B. Nielsen, "UCMINF - An algorithm for unconstrained, nonlinear optimization," IMM, Tech. Univ. Denmark, Copenhagen, Denmark, AFFDL-TR-78, 2001. [Online]. Available: http://www.imm.dtu.dk/pubdb/views/edoc-download.php/ 642/ps/imm642.ps
    • (2001) UCMINF - An algorithm for unconstrained, nonlinear optimization
    • Nielsen, H.B.1
  • 29
    • 0004236492 scopus 로고    scopus 로고
    • 3rd ed. Baltimore, MD: The Johns Hopkins Univ. Press
    • G. Golub and C. van Loan, Matrix Computations, 3rd ed. Baltimore, MD: The Johns Hopkins Univ. Press, 1996.
    • (1996) Matrix Computations
    • Golub, G.1    van Loan, C.2
  • 30
    • 77957741951 scopus 로고
    • On the mean accuracy of statistical pattern recognizers
    • Jan
    • G. F. 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.IT-14 , Issue.1 , pp. 55-63
    • Hughes, G.F.1
  • 31
    • 0002075544 scopus 로고    scopus 로고
    • Information extraction principles and methods for multispectral and hyperspectral image data
    • C. H. Chen, Ed. Singapore: World Scientific, ch. 1
    • D. A. Landgrebe, "Information extraction principles and methods for multispectral and hyperspectral image data," in Information Processing for Remote Sensing, C. H. Chen, Ed. Singapore: World Scientific, 1999, ch. 1.
    • (1999) Information Processing for Remote Sensing
    • Landgrebe, D.A.1
  • 32
    • 63149118745 scopus 로고    scopus 로고
    • S. Tadjudin and D. A. Landgrebe, Classification of high dimensional data with limited training samples, Purdue Univ., West Lafayette, IN, ECE Tech. Rep. TR-EE 98-8, Apr. 1998.
    • S. Tadjudin and D. A. Landgrebe, "Classification of high dimensional data with limited training samples," Purdue Univ., West Lafayette, IN, ECE Tech. Rep. TR-EE 98-8, Apr. 1998.
  • 33
    • 21844512674 scopus 로고
    • Discriminant analysis with singular covariance matrices: Methods and applications to spectroscopic data
    • W. J. Krzanowski, P. Jonathan, W. V. McCarthy, and M. R. Thomas, "Discriminant analysis with singular covariance matrices: Methods and applications to spectroscopic data." Appl. Stat., vol. 44, no. 1, pp. 101-115, 1995.
    • (1995) Appl. Stat , vol.44 , Issue.1 , pp. 101-115
    • Krzanowski, W.J.1    Jonathan, P.2    McCarthy, W.V.3    Thomas, M.R.4
  • 34
    • 0000356673 scopus 로고
    • An algorithm for generalized matrix Eigenvalue problems
    • Apr
    • C. B. Moler and G. W. Stewart, "An algorithm for generalized matrix Eigenvalue problems," SIAM J. Numer. Anal., vol. 10, no. 2, pp. 241-256, Apr. 1973.
    • (1973) SIAM J. Numer. Anal , vol.10 , Issue.2 , pp. 241-256
    • Moler, C.B.1    Stewart, G.W.2
  • 35
    • 0024104032 scopus 로고
    • An optimal transformation for discriminant analysis and principal component analysis
    • Nov
    • J. Duchene and S. Leclercq, "An optimal transformation for discriminant analysis and principal component analysis," IEEE Trans. Pattern Anal. Mach. Intell., vol. 10, no. 6, pp. 978-983, Nov. 1988.
    • (1988) IEEE Trans. Pattern Anal. Mach. Intell , vol.10 , Issue.6 , pp. 978-983
    • Duchene, J.1    Leclercq, S.2
  • 36
    • 63149127561 scopus 로고    scopus 로고
    • B.-C. Kuo and D. A. Landgrebe, Improved statistics estimation and feature extraction for hyperspectral data classification, School of Elect. Comput. Eng., Purdue Univ., West Lafayette, IN, Tech. Rep. TR-ECE 01-6, Dec. 2001. [Online]. Available: http://dynamo.ecn.purdue.edu/~landgreb/publications. html
    • B.-C. Kuo and D. A. Landgrebe, "Improved statistics estimation and feature extraction for hyperspectral data classification," School of Elect. Comput. Eng., Purdue Univ., West Lafayette, IN, Tech. Rep. TR-ECE 01-6, Dec. 2001. [Online]. Available: http://dynamo.ecn.purdue.edu/~landgreb/publications. html
  • 38
    • 0242710914 scopus 로고    scopus 로고
    • Regularized feature extractions for hyperspectral data classification
    • Toulouse, France, Jul. 21-25
    • B.-C. Kuo, D. A. Landgrebe, L.-W. Ko, and C.-H. Pai, "Regularized feature extractions for hyperspectral data classification," in Proc. IGARSS, Toulouse, France, Jul. 21-25, 2003, pp. 1767-1769.
    • (2003) Proc. IGARSS , pp. 1767-1769
    • Kuo, B.-C.1    Landgrebe, D.A.2    Ko, L.-W.3    Pai, C.-H.4
  • 39
    • 34547399927 scopus 로고    scopus 로고
    • A support vector domain description approach to supervised classification of remote sensing images
    • Aug
    • J. Munoz-Marf, L. Bruzzone, and G. Camps-Valls, "A support vector domain description approach to supervised classification of remote sensing images," IEEE Trans. Geosci. Remote Sens., vol. 45, no. 8, pp. 2683-2692, Aug. 2008.
    • (2008) IEEE Trans. Geosci. Remote Sens , vol.45 , Issue.8 , pp. 2683-2692
    • Munoz-Marf, J.1    Bruzzone, L.2    Camps-Valls, G.3
  • 40
    • 33846627768 scopus 로고    scopus 로고
    • Unsupervised linear feature-extraction methods and their effects in the classification of high-dimensional data
    • Feb
    • L. O. Jimenez-Rodriguez, E. Arzuaga-Cruz, and M. Velez-Reyes, "Unsupervised linear feature-extraction methods and their effects in the classification of high-dimensional data," IEEE Trans. Geosci. Remote Sens., vol. 45, no. 2, pp. 469-483, Feb. 2007.
    • (2007) IEEE Trans. Geosci. Remote Sens , vol.45 , Issue.2 , pp. 469-483
    • Jimenez-Rodriguez, L.O.1    Arzuaga-Cruz, E.2    Velez-Reyes, M.3
  • 41
    • 0942266514 scopus 로고    scopus 로고
    • Support vector data description
    • Jan
    • D. M. J. Tax and R. P. W. Duin, "Support vector data description," Mach. Learn., vol. 54, no. 1, pp. 45-66, Jan. 2004.
    • (2004) Mach. Learn , vol.54 , Issue.1 , pp. 45-66
    • Tax, D.M.J.1    Duin, R.P.W.2
  • 42
    • 39149090650 scopus 로고    scopus 로고
    • Maximizing the area under the ROC curve by pairwise feature combination
    • Jun
    • C. Marrocco, R. P. W. Duin, and F. Tortorella, "Maximizing the area under the ROC curve by pairwise feature combination," Pattern Recognit., vol. 41, no. 6, pp. 1961-1974, Jun. 2008.
    • (2008) Pattern Recognit , vol.41 , Issue.6 , pp. 1961-1974
    • Marrocco, C.1    Duin, R.P.W.2    Tortorella, F.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.