Spectroscopy and Spectral Analysis, Volume. 31, Issue 10, 2618(2011)

A Review of Classification Methods of Remote Sensing Imagery

JIA Kun1...2,*, LI Qiang-zi1, TIAN Yi-chen1 and WU Bing-fang1 |Show fewer author(s)
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
  • show less
    References(46)

    [2] [2] Lunetta R S, Johnson D M, Lyon J G, et al. Remote Sensing of Environment, 2004, 89: 444.

    [3] [3] Foody G M. International Journal of Remote Sensing, 1996, 17: 1317.

    [4] [4] Tso B, Mather P M. Classification Methods for Remotely Sensed Data. New York: Taylor and Francis Inc, 2001.

    [5] [5] Pal M, Mather P M. Remote Sensing of Environment, 2003, 86: 554.

    [6] [6] Gallego F J. International Journal of Remote Sensing, 2004, 25: 3019.

    [7] [7] Rogan J, Franklin J, Stow D, et al. Remote Sensing of Environment, 2008, 112: 2272.

    [8] [8] Dixon B, Candade N. International Journal of Remote Sensing, 2008, 29: 1185.

    [9] [9] Duda R O, Hart P E. Pattern Classification and Scene Analysis. New York: Wiley. Press, 1973.

    [10] [10] Foody G M. Remote Sensing of Environment, 2002, 80: 185.

    [11] [11] Murthy C S, Raju P V, Badrinath K V S. International Journal of Remote Sensing, 2003, 24: 4871.

    [12] [12] Del Frate F, Schiavon G, Solimini D, et al. IEEE Transactions on Geoscience and Remote Sensing, 2003, 41: 1611.

    [13] [13] Verbeiren S, Eerens H, Piccard I, et al. International Journal of Applied Earth Observation and Geoinformation, 2008, 10: 486.

    [14] [14] Pacifici F, Chini M, Emery W J. Remote Sensing of Environment, 2009, 113: 1276.

    [15] [15] Heerman P D, Khazenie N. IEEE Transactions on Geoscience and Remote Sensing, 1992, 20: 81.

    [16] [16] Gopal S, Woodcock C E, Strahler A H. Remote Sensing of Environment, 1999, 67: 230.

    [17] [17] Hu X, Wang Q. Remote Sensing of Environment, 2009, 113: 2089.

    [18] [18] Kohonen T. SeIf-Organization and Associated Memory. 2nd Edition, Berlin: Springer-Verlag Press, 1987.

    [19] [19] Solaiman B, Mouchot M C, Millard E. A Hybrid Algorithm, HLVQ, Combining Unsupervised Classification of Multispectral Data, IEEE/ICNN94, Orlando, USA, 1994.

    [20] [20] Foody G M, Arora M K. International Journal of Remote Sensing, 1997, 18: 799.

    [21] [21] Mazzoni D, Garay M J, Davies R, et al. Remote Sensing of Environment 2007, 107: 149.

    [23] [23] Mathur A, Foody G M. International Journal of Remote Sensing, 2008, 29: 2227.

    [24] [24] Camps-Valls G, Gomez-Chova L, Calpe-Maravilla J, et al. IEEE Transactions on Geoscience and Remote Sensing, 2004, 42: 1530.

    [25] [25] Roli F, Fumera G. Support Vector Machines for Remote-Sensing Image Classification, In Proc. EOS/SPIE Symposium, Barcelona, Sept., 2000.

    [26] [26] Huang C, Davis L S, Townshend J R G. International Journal of Remote Sensing, 2002, 23: 725.

    [28] [28] Hsu C W, Lin C J. IEEE Transactions on Neural Networks, 2002, 13: 415.

    [29] [29] Platt J C, Cristianini N, Shawe-Taylor J. Advances in Neural Information Processing Systems, 2000, 12: 547.

    [30] [30] Friedl M A, Brodley C E. Remote Sensing of Environment, 1997, 61: 399.

    [31] [31] Belward A S, De Hoyos A. International Journal of Remote Sensing, 1987, 8: 229.

    [32] [32] Wardlow B D, Egbert S L. Remote Sensing of Environment, 2008, 112: 1096.

    [34] [34] Schneider A, McIver D K, Friedl M A, et al. IEEE Geoscience and Remote Sensing Symposium, 2001, 5: 2146.

    [35] [35] Quinlan J R. Machine Leaning, 1986, 1: 81.

    [36] [36] Stefanov W L, Ramsey M S, Christensen P R. Remote Sensing of Environment, 2001, 77: 173.

    [39] [39] Cohen Y, Shoshany M. International Journal of Applied Earth Observation and Geoinformation, 2002, 4: 75.

    [40] [40] Schmidt K S, Skidmore A K, Kloosterman E H, et al. Photogrammetric Engineering and Remote Sensing, 2004, 70: 703.

    [42] [42] Lucas R, Rowlands A, Brown A, et al. ISPRS Journal of Photogrammetry and Remote Sensing, 2007, 62: 165.

    [43] [43] Wentz E A, Nelson D, Rahman A, et al. International Journal of Remote Sensing, 2008, 29: 4405.

    [44] [44] Hodgson M E, Jensen J R, Tullis J A, et al. Photogrammetric Engineering and Remote Sensing, 2003, 69: 973.

    [45] [45] Steele B M. Remote Sensing of Environment, 2000, 74: 545.

    [46] [46] Huang Z, Lees B G. Photogrammetric Engineering and Remote Sensing, 2004, 70: 415.

    [47] [47] Foody G M, Boyd D S, Sanchez-Hernandez C. International Journal of Remote Sensing, 2007, 28: 1733.

    [48] [48] Serra P, Pons X. International Journal of Remote Sensing, 2008, 29: 2293.

    [49] [49] Maulik U, Chakraborty D. Fundamenta Informaticae, 2010, 101: 286.

    [50] [50] Breiman L. Machine Learning, 1996, 24: 123.

    [51] [51] Freund Y. Information and Computation, 1995, 121: 256.

    [52] [52] Kittler J, Hatef M, Duin R P W, et al. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1998, 20: 226.

    [53] [53] Liu X, Skidmore A K, Oosten H V. ISPRS Journal of Photogrammetry and Remote Sensing, 2002, 56: 257.

    Tools

    Get Citation

    Copy Citation Text

    JIA Kun, LI Qiang-zi, TIAN Yi-chen, WU Bing-fang. A Review of Classification Methods of Remote Sensing Imagery[J]. Spectroscopy and Spectral Analysis, 2011, 31(10): 2618

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Received: Dec. 28, 2010

    Accepted: --

    Published Online: Nov. 9, 2011

    The Author Email: Kun JIA (jiakun@irsa.ac.cn)

    DOI:10.3964/j.issn.1000-0593(2011)10-2618-06

    Topics