| 光谱学与光谱分析 |
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| Change Detection from High-Resolution Remote Sensing Image Based on MSE Model |
| WEI Li-fei1, WANG Hai-bo2 |
1. School of Printing and Packaging, Wuhan University, Wuhan 430079, China
2. State Key Laboratory of Information Engineering in Surveying Mapping and Remote Sensing, Wuhan University, Wuhan 430079, China |
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Abstract At present, most of the traditional change detection methods from high-resolution remote sensing image are based on a feature information, the information of multi-feature information cannot be extracted, so it is difficult to detect the complete information. In order to solve this problem, a change detection algorithm of high-resolution remote sensing image based on multiview spectral embedding is proposed in the present paper. Firstly, change image is obtained using traditional difference change detection method, and multi-feature information is extracted. The feature vector information is fused by a MSE model and the complete change information can be obtained. The experimental results show that the detection accuracy of the proposed method is better than the accuracy of traditional methods, and its stability is outstanding.
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Received: 2012-07-24
Accepted: 2012-10-28
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Corresponding Authors:
WEI Li-fei
E-mail: weilifei2508@whu.edu.cn
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[1] Huang X, Zhang L P，Li P X. IEEE Geoscience and Remote Sensing Letters, 2007, 4: 260.
[2] Bovolo F. IEEE Geoscience and Remote Sensing Letters, 2009, 6: 33.
[3] Tang Y Q，Zhang L P. International Journal of Remote Sensing, 2011, 32(20): 5719.
[4] Chini M, Pacifici F，Emery W. IEEE Transactions on Geoscience and Remote Sensing, 2008, 146(6): 181.
[5] Song C, Woodcock C E，Seto K C. Remote Sensing of Environment, 2001, 75: 230.
[6] YUAN Xiu-xiao, SONG Yan(袁修孝, 宋 妍). Geomatics and Information Science of Wuhan University (武汉大学学报·信息科学版)，2007, 32(6): 489.
[7] Volker Walter. Journal of Photogrammetry and Remote Sensing, 2004, 58(3): 225.
[8] Alexander Brenning. Remote Sensing of Environmrnt, 2009, 113(1): 239.
[9] Neil C R, Grewe L L. IEEE Transaction on Geoscience and Remote Sensing, 2001. 39(7): 1608.
[10] Jordi Inglada. Journal of Photogrammetry and Remote Sensing, 2007, 62(3): 236.
[11] Melgani F, Bazi Y. IEEE Transaction on Geoscience and Remote Sensing, 2006，3(4): 457. |
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