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作者:

Xue, Xiao-Rong (Xue, Xiao-Rong.) | Zhang, Hui-Rong (Zhang, Hui-Rong.) | Zhao, Rong-Chun (Zhao, Rong-Chun.)

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摘要:

According to the advantages of invariant moments extraction and support vector machine (SVM) classification, an efficient method of SAR image target recognition is proposed. Firstly, training sets of SAR images are preprocessed. Then in the target fields of SAR image, seven Hu's invariant moments are extracted, and average gray level values are also calculated. Following that, by using the vectors composed of normalized invariant moments and average gray level values, SVM is trained. Finally, the testing sets of SAR images are recognized by trained SVM. In the experiments of recognizing bridges and tanks, better results have been obtained with the new method.

关键词:

Image recognition Synthetic aperture radar Feature extraction Support vector machines

作者机构:

  • [ 1 ] [Xue, Xiao-Rong]College of Mechanical Engineering and Applied Electronics Technology, Beijing University of Technology, Beijing 100022, China
  • [ 2 ] [Zhang, Hui-Rong]College of Architecture and Civil Engineering, Beijing University of Technology, Beijing 100022, China
  • [ 3 ] [Zhao, Rong-Chun]College of Computer Science and Engineering, Northwestern Polytechnical University, Xi'an 710072, China

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来源 :

Journal of Beijing University of Technology

ISSN: 0254-0037

年份: 2007

期: 12

卷: 33

页码: 1262-1266

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