| 光谱学与光谱分析 |
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| A Review of Classification Methods of Remote Sensing Imagery |
| JIA Kun1,2, LI Qiang-zi1*, TIAN Yi-chen1, WU Bing-fang1 |
1. Institute of Remote Sensing Applications, Chinese Academy of Sciences, Beijing 100101, China
2. Graduate University of Chinese Academy of Sciences, Beijing 100049，China |
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Abstract Remote sensing data classification is an important way of information extraction and a hot research topic of remote sensing technique. Classification method of remote sensing data is an important issue, and effective selection of appropriate classifier is especially significant for improving classification accuracy. Along with the development of remote sensing technique, traditional parametric classifier is difficult to meet accuracy requirement, leading to the rapid development of intelligent algorithm based non-parametric classifiers. Recently, combined classifiers become a new hot topic for its ability of utilizing complement information of single classifier. In the present paper, characters and advantages of different classifiers as well as the research prospect are analyzed. The paper provides a scientific reference for the development of remote sensing data classification technique.
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Received: 2010-12-28
Accepted: 2011-03-28
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Corresponding Authors:
LI Qiang-zi
E-mail: lqz@irsa.ac.cn
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[1] ZHAO Ying-shi, et al(赵英时, 等). The Principles and Methods for Analysis and Application of Remote Sensing(遥感应用分析原理与方法). Beijing: Science Press(北京: 科学出版社), 2003.
[2] Lunetta R S, Johnson D M, Lyon J G, et al. Remote Sensing of Environment, 2004, 89: 444.
[3] Foody G M. International Journal of Remote Sensing, 1996, 17: 1317.
[4] Tso B, Mather P M. Classification Methods for Remotely Sensed Data. New York: Taylor and Francis Inc, 2001.
[5] Pal M, Mather P M. Remote Sensing of Environment, 2003, 86: 554.
[6] Gallego F J. International Journal of Remote Sensing, 2004, 25: 3019.
[7] Rogan J, Franklin J, Stow D, et al. Remote Sensing of Environment, 2008, 112: 2272.
[8] Dixon B, Candade N. International Journal of Remote Sensing, 2008, 29: 1185.
[9] Duda R O, Hart P E. Pattern Classification and Scene Analysis. New York: Wiley. Press, 1973.
[10] Foody G M. Remote Sensing of Environment, 2002, 80: 185.
[11] Murthy C S, Raju P V, Badrinath K V S. International Journal of Remote Sensing, 2003, 24: 4871.
[12] Del Frate F, Schiavon G, Solimini D, et al. IEEE Transactions on Geoscience and Remote Sensing, 2003, 41: 1611.
[13] Verbeiren S, Eerens H, Piccard I, et al. International Journal of Applied Earth Observation and Geoinformation, 2008, 10: 486.
[14] Pacifici F, Chini M, Emery W J. Remote Sensing of Environment, 2009, 113: 1276.
[15] Heerman P D, Khazenie N. IEEE Transactions on Geoscience and Remote Sensing, 1992, 20: 81.
[16] Gopal S, Woodcock C E, Strahler A H. Remote Sensing of Environment, 1999, 67: 230.
[17] Hu X, Wang Q. Remote Sensing of Environment, 2009, 113: 2089.
[18] Kohonen T. SeIf-Organization and Associated Memory. 2nd Edition, Berlin: Springer-Verlag Press, 1987.
[19] Solaiman B, Mouchot M C, Millard E. A Hybrid Algorithm, HLVQ, Combining Unsupervised Classification of Multispectral Data, IEEE/ICNN94, Orlando, USA, 1994.
[20] Foody G M, Arora M K. International Journal of Remote Sensing, 1997, 18: 799.
[21] Mazzoni D, Garay M J, Davies R, et al. Remote Sensing of Environment 2007, 107: 149.
[22] ZHANG Rui, MA Jiang-wen(张 睿，马建文). Advance in Earth Sciences(地球科学进展), 2009, 24: 555.
[23] Mathur A, Foody G M. International Journal of Remote Sensing, 2008, 29: 2227.
[24] Camps-Valls G, Gomez-Chova L, Calpe-Maravilla J, et al. IEEE Transactions on Geoscience and Remote Sensing, 2004, 42: 1530.
[25] Roli F, Fumera G. Support Vector Machines for Remote-Sensing Image Classification, In Proc. EOS/SPIE Symposium, Barcelona, Sept., 2000.
[26] Huang C, Davis L S, Townshend J R G. International Journal of Remote Sensing, 2002, 23: 725.
[27] GUO Li-juan, SUN Shi-yu, DUAN Xiu-sheng(郭丽娟, 孙世宇，段修生). Science Technology and Engineering(科学技术与工程), 2008, 8: 487.
[28] Hsu C W, Lin C J. IEEE Transactions on Neural Networks, 2002, 13: 415.
[29] Platt J C, Cristianini N, Shawe-Taylor J. Advances in Neural Information Processing Systems, 2000, 12: 547.
[30] Friedl M A, Brodley C E. Remote Sensing of Environment, 1997, 61: 399.
[31] Belward A S, De Hoyos A. International Journal of Remote Sensing, 1987, 8: 229.
[32] Wardlow B D, Egbert S L. Remote Sensing of Environment, 2008, 112: 1096.
[33] LIU Yong-hong, NIU Zheng, WANG Chang-yao(刘勇洪，牛 铮，王长耀). Journal of Remote Sensing(遥感学报), 2005, 4: 405.
[34] Schneider A, McIver D K, Friedl M A, et al. IEEE Geoscience and Remote Sensing Symposium, 2001, 5: 2146.
[35] Quinlan J R. Machine Leaning, 1986, 1: 81.
[36] Stefanov W L, Ramsey M S, Christensen P R. Remote Sensing of Environment, 2001, 77: 173.
[37] JIA Hai-feng, LIU Xue-hua(贾海峰，刘雪华). Principles and Applications of Environment Remote Sensing(环境遥感原理与应用). Beijing: Tsinghua University Press(北京：清华大学出版社), 2006.
[38] GAN Shu, YUAN Xi-ping, HE Da-ming(甘 淑，袁希平，何大明). Journal of Yunnan University, Natural Science Edition(云南大学学报·自然科学版), 2003, 25: 553.
[39] Cohen Y, Shoshany M. International Journal of Applied Earth Observation and Geoinformation, 2002, 4: 75.
[40] Schmidt K S, Skidmore A K, Kloosterman E H, et al. Photogrammetric Engineering and Remote Sensing, 2004, 70: 703.
[41] CAI Xiao-bin, CHEN Xiao-ling, WANG Tao, et al. (蔡晓斌，陈晓玲，王 涛, 等). Geomatics and Information Science of Wuhan University(武汉大学学报·信息科学版), 2006, 4: 311.
[42] Lucas R, Rowlands A, Brown A, et al. ISPRS Journal of Photogrammetry and Remote Sensing, 2007, 62: 165.
[43] Wentz E A, Nelson D, Rahman A, et al. International Journal of Remote Sensing, 2008, 29: 4405.
[44] Hodgson M E, Jensen J R, Tullis J A, et al. Photogrammetric Engineering and Remote Sensing, 2003, 69: 973.
[45] Steele B M. Remote Sensing of Environment, 2000, 74: 545.
[46] Huang Z, Lees B G. Photogrammetric Engineering and Remote Sensing, 2004, 70: 415.
[47] Foody G M, Boyd D S, Sanchez-Hernandez C. International Journal of Remote Sensing, 2007, 28: 1733.
[48] Serra P, Pons X. International Journal of Remote Sensing, 2008, 29: 2293.
[49] Maulik U, Chakraborty D. Fundamenta Informaticae, 2010, 101: 286.
[50] Breiman L. Machine Learning, 1996, 24: 123.
[51] Freund Y. Information and Computation, 1995, 121: 256.
[52] Kittler J, Hatef M, Duin R P W, et al. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1998, 20: 226.
[53] Liu X, Skidmore A K, Oosten H V. ISPRS Journal of Photogrammetry and Remote Sensing, 2002, 56: 257. |
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