메뉴 건너뛰기




Volumn 8, Issue 6, 2015, Pages 2814-2823

Combination of Clustering and Ranking Techniques for Unsupervised Band Selection of Hyperspectral Images

Author keywords

Band clustering; band ranking; capacitory discrimination (CD); hyperspectral imagery; unsupervised band selection

Indexed keywords

CAPACITORS; REMOTE SENSING;

EID: 85027944659     PISSN: 19391404     EISSN: 21511535     Source Type: Journal    
DOI: 10.1109/JSTARS.2015.2428276     Document Type: Article
Times cited : (80)

References (27)
  • 1
    • 24344458137 scopus 로고    scopus 로고
    • Feature selection based on mutual information: Criteria of max-dependency, max-relevance, and minredundancy
    • Aug.
    • H. Peng, F. Long, and C. Ding, "Feature selection based on mutual information: Criteria of max-dependency, max-relevance, and minredundancy," IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 8, pp. 1226-1238, Aug. 2005.
    • (2005) IEEE Trans. Pattern Anal. Mach. Intell. , vol.27 , Issue.8 , pp. 1226-1238
    • Peng, H.1    Long, F.2    Ding, C.3
  • 2
    • 84880118450 scopus 로고    scopus 로고
    • Self-adaptive differential evolution for feature selection in hyperspectral image data
    • A. Ghosh, A. Datta, and S. Ghosh, "Self-adaptive differential evolution for feature selection in hyperspectral image data," Appl. Soft Comput., vol. 13, no. 4, pp. 1969-1977, 2013.
    • (2013) Appl. Soft Comput. , vol.13 , Issue.4 , pp. 1969-1977
    • Ghosh, A.1    Datta, A.2    Ghosh, S.3
  • 3
    • 84905912652 scopus 로고    scopus 로고
    • Optimized hyperspectral band selection using particle swarm optimization
    • Jun.
    • H. Su, Q. Du, G. Chen, and P. Du, "Optimized hyperspectral band selection using particle swarm optimization," IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 7, no. 6, pp. 2659-2670, Jun. 2014.
    • (2014) IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens. , vol.7 , Issue.6 , pp. 2659-2670
    • Su, H.1    Du, Q.2    Chen, G.3    Du, P.4
  • 4
    • 84905900220 scopus 로고    scopus 로고
    • Hyperspectral image visualization using band selection
    • Jun.
    • H. Su, Q. Du, and P. Du, "Hyperspectral image visualization using band selection," IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 7, no. 6, pp. 2647-2658, Jun. 2014.
    • (2014) IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens. , vol.7 , Issue.6 , pp. 2647-2658
    • Su, H.1    Du, Q.2    Du, P.3
  • 5
    • 84861735806 scopus 로고    scopus 로고
    • Unsupervised band selection for hyperspectral imagery classification without manual band removal
    • Apr.
    • S. Jia, Z. Ji, and L. Shen, "Unsupervised band selection for hyperspectral imagery classification without manual band removal," IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 5, no. 2, pp. 531-543, Apr. 2012.
    • (2012) IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens. , vol.5 , Issue.2 , pp. 531-543
    • Jia, S.1    Ji, Z.2    Shen, L.3
  • 6
    • 80052333825 scopus 로고    scopus 로고
    • Unsupervised hyperspectral band selection using graphics processing units
    • Sep.
    • H. Yang, Q. Du, and G. Chen, "Unsupervised hyperspectral band selection using graphics processing units," IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 4, no. 3, pp. 660-668, Sep. 2011.
    • (2011) IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens. , vol.4 , Issue.3 , pp. 660-668
    • Yang, H.1    Du, Q.2    Chen, G.3
  • 7
    • 84892957360 scopus 로고    scopus 로고
    • Band elimination of hyperspectral imagery using partitioned band image correlation and capacitory discrimination
    • A. Datta, S. Ghosh, and A. Ghosh, "Band elimination of hyperspectral imagery using partitioned band image correlation and capacitory discrimination," Int. J. Remote Sens., vol. 35, no. 2, pp. 554-577, 2014.
    • (2014) Int. J. Remote Sens. , vol.35 , Issue.2 , pp. 554-577
    • Datta, A.1    Ghosh, S.2    Ghosh, A.3
  • 8
    • 33744726231 scopus 로고    scopus 로고
    • Constrained band selection for hyperspectral imagery
    • Jun.
    • C.-I. Chang and S. Wang, "Constrained band selection for hyperspectral imagery," IEEE Trans. Geosci. Remote Sens., vol. 44, no. 6, pp. 1575-1585, Jun. 2006.
    • (2006) IEEE Trans. Geosci. Remote Sens. , vol.44 , Issue.6 , pp. 1575-1585
    • Chang, C.-I.1    Wang, S.2
  • 9
    • 0033224770 scopus 로고    scopus 로고
    • A joint band prioritization and band decorrelation approach to band selection for hyperspectral image classification
    • Nov.
    • C.-I. Chang, Q. Du, T.-L. Sun, and M. L. G. Althouse, "A joint band prioritization and band decorrelation approach to band selection for hyperspectral image classification," IEEE Trans. Geosci. Remote Sens., vol. 37, no. 6, pp. 2631-2641, Nov. 1999.
    • (1999) IEEE Trans. Geosci. Remote Sens. , vol.37 , Issue.6 , pp. 2631-2641
    • Chang, C.-I.1    Du, Q.2    Sun, T.-L.3    Althouse, M.L.G.4
  • 10
    • 55649124564 scopus 로고    scopus 로고
    • Similarity-based unsupervised band selection for hyperspectral image analysis
    • Oct.
    • Q. Du and H. Yang, "Similarity-based unsupervised band selection for hyperspectral image analysis," IEEE Geosci. Remote Sens. Lett., vol. 5, no. 4, pp. 564-568, Oct. 2008.
    • (2008) IEEE Geosci. Remote Sens. Lett. , vol.5 , Issue.4 , pp. 564-568
    • Du, Q.1    Yang, H.2
  • 11
    • 36348942491 scopus 로고    scopus 로고
    • Clusteringbased hyperspectral band selection using information measures
    • Dec.
    • A. Martinez-Uso, F. Pla, J. M. Sotoca, and P. Garcia-Sevilla, "Clusteringbased hyperspectral band selection using information measures," IEEE Trans. Geosci. Remote Sens., vol. 45, no. 12, pp. 4158-4171, Dec. 2007.
    • (2007) IEEE Trans. Geosci. Remote Sens. , vol.45 , Issue.12 , pp. 4158-4171
    • Martinez-Uso, A.1    Pla, F.2    Sotoca, J.M.3    Garcia-Sevilla, P.4
  • 12
    • 72149111677 scopus 로고    scopus 로고
    • Band selection for hyperspectral imagery using affinity propagation
    • Dec.
    • Y. Qian and F. Yao, "Band selection for hyperspectral imagery using affinity propagation," IET Comput. Vis., vol. 3, no. 4, pp. 213-222, Dec. 2009.
    • (2009) IET Comput. Vis. , vol.3 , Issue.4 , pp. 213-222
    • Qian, Y.1    Yao, F.2
  • 13
    • 84874545698 scopus 로고    scopus 로고
    • Feature mining for hyperspectral image classification
    • Mar.
    • X. Jia, B.-C. Kuo, and M. M. Crawford, "Feature mining for hyperspectral image 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
  • 14
    • 77958582596 scopus 로고    scopus 로고
    • A nonparametric feature extraction and its application to nearest neighbor classification for hyperspectral image data
    • Mar.
    • J. M. Yang, P. T. Yu, and B. C. Kuo, "A nonparametric feature extraction and its application to nearest neighbor classification for hyperspectral image data," IEEE Trans. Geosci. Remote Sens., vol. 48, no. 3, pp. 1279-1293, Mar. 2010.
    • (2010) IEEE Trans. Geosci. Remote Sens. , vol.48 , Issue.3 , pp. 1279-1293
    • Yang, J.M.1    Yu, P.T.2    Kuo, B.C.3
  • 15
    • 84897841949 scopus 로고    scopus 로고
    • Band clustering-based feature extraction for classification of hyperspectral images using limited training samples
    • Aug.
    • M. Imani and H. Ghassemian, "Band clustering-based feature extraction for classification of hyperspectral images using limited training samples," IEEE Geosi. Remote Sens. Lett., vol. 11, no. 8, pp. 1325-1329, Aug. 2014.
    • (2014) IEEE Geosi. Remote Sens. Lett. , vol.11 , Issue.8 , pp. 1325-1329
    • Imani, M.1    Ghassemian, H.2
  • 16
    • 67651160364 scopus 로고    scopus 로고
    • Dimensionality reduction of hyperspectral data via spectral feature extraction
    • Jul.
    • B. Mojaradi, H. A. Moghaddam, M. J. V. Zoej, and R. P. W. Duin, "Dimensionality reduction of hyperspectral data via spectral feature extraction," IEEE Trans. Geosci. Remote Sens., vol. 47, no. 7, pp. 2091-2105, Jul. 2009.
    • (2009) IEEE Trans. Geosci. Remote Sens. , vol.47 , Issue.7 , pp. 2091-2105
    • Mojaradi, B.1    Moghaddam, H.A.2    Zoej, M.J.V.3    Duin, R.P.W.4
  • 17
    • 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
  • 19
    • 84905914071 scopus 로고    scopus 로고
    • A new band selection method for hyperspectral image based on data quality
    • Jun.
    • K. Sun, X. Geng, L. Ji, and Y. Lu, "A new band selection method for hyperspectral image based on data quality," IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 7, no. 6, pp. 2697-2703, Jun. 2014.
    • (2014) IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens. , vol.7 , Issue.6 , pp. 2697-2703
    • Sun, K.1    Geng, X.2    Ji, L.3    Lu, Y.4
  • 20
    • 84891739734 scopus 로고    scopus 로고
    • Hyperspectral image classification using band selection and morphological profiles
    • Jan.
    • K. Tan, E. Li, Q. Du, and P. Du, "Hyperspectral image classification using band selection and morphological profiles," IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 7, no. 1, pp. 40-48, Jan. 2014.
    • (2014) IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens. , vol.7 , Issue.1 , pp. 40-48
    • Tan, K.1    Li, E.2    Du, Q.3    Du, P.4
  • 22
    • 85170282443 scopus 로고    scopus 로고
    • A density-based algorithm for discovering clusters in large spatial databases with noise
    • Los Alamitos CA, USA: IEEE Comput. Soc. Press
    • M. Ester, H.-P. Kriegel, J. Sander, and X. Xu, "A density-based algorithm for discovering clusters in large spatial databases with noise," in Proc. 2nd Int. Conf. Knowl. Discovery Data Min. (KDD-96). Los Alamitos, CA, USA: IEEE Comput. Soc. Press, 1996, pp. 226-231.
    • (1996) Proc. 2nd Int. Conf. Knowl. Discovery Data Min. (KDD-96) , pp. 226-231
    • Ester, M.1    Kriegel, H.-P.2    Sander, J.3    Xu, X.4
  • 23
    • 0034224418 scopus 로고    scopus 로고
    • Some inequalities for information divergence and related measures of discrimination
    • Jul.
    • F. Topsøe, "Some inequalities for information divergence and related measures of discrimination," IEEE Trans. Inf. Theory, vol. 46, no. 4, pp. 1602-1609, Jul. 2000.
    • (2000) IEEE Trans. Inf. Theory , vol.46 , Issue.4 , pp. 1602-1609
    • Topsøe, F.1
  • 25
    • 0033224771 scopus 로고    scopus 로고
    • Hyperspectral data analysis and supervised feature reduction via projection pursuit
    • Nov.
    • L. O. Jimenez and D. A. Landgrebe, "Hyperspectral data analysis and supervised feature reduction via projection pursuit," IEEE Trans. Geosci. Remote Sens., vol. 37, no. 6, pp. 2653-2667, Nov. 1999.
    • (1999) IEEE Trans. Geosci. Remote Sens. , vol.37 , Issue.6 , pp. 2653-2667
    • Jimenez, L.O.1    Landgrebe, D.A.2
  • 26
    • 14644421528 scopus 로고    scopus 로고
    • Investigation of the random forest framework for classification of hyperspectral data
    • Mar.
    • J. Ham, Y. Chen, M. 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.M.3    Ghosh, J.4
  • 27
    • 0008582861 scopus 로고    scopus 로고
    • Entropy-based fuzzy clustering and fuzzy modeling
    • J. Yao, M. Dash, S. T. Tan, and H. Liu, "Entropy-based fuzzy clustering and fuzzy modeling," Fuzzy Sets Syst., vol. 113, pp. 381-388, 2000.
    • (2000) Fuzzy Sets Syst. , vol.113 , pp. 381-388
    • Yao, J.1    Dash, M.2    Tan, S.T.3    Liu, H.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.