期刊文献+

中远距离舰船目标识别方法研究 被引量:8

Method for ship target recognition in mid-long range
下载PDF
导出
摘要 分析了中远距离舰船目标的特点和对其进行识别的重要性,提出了一种新的舰船目标识别算法。该算法采用基于曲线进化的方法提取目标的骨架,通过计算目标骨架扩展的Hu不变矩提取目标特征,最后选用支持向量机作为分类器,并用创建的舰船目标的模型对分类器进行训练,利用训练好的分类器对实际获取的目标的红外图像进行分类识别。实验结果表明算法的识别率较高,鲁棒性较好。 Characteristics and importance to identify ship kind target in mid-long range are analyzed, and a new ship target recognition algorithm is proposed. Firstly, the skeleton of target is extracted by a method based on curve evolution. Then the Hu invariant moment of the target skeleton is calculated as the feature of target. Finally, SVM is selected as the classifier. The classifier is trained by the ship model created and the real target is recognized by the well trained classifier. The exper/menta/result shows that the method is effective and robust.
出处 《激光与红外》 CAS CSCD 北大核心 2012年第9期1071-1075,共5页 Laser & Infrared
基金 装备预先研究项目(No.51301010102)资助
关键词 目标识别 骨架图 HU不变矩 支持向量机 ATR skeleton Hu invariant moment SVM
  • 相关文献

参考文献6

二级参考文献42

  • 1张天序,刘进.目标不变矩的稳定性研究[J].红外与毫米波学报,2004,23(3):197-200. 被引量:10
  • 2[3]Nello Cristianini,John Shawe Taylor.支持向量机导论[M].北京:电子工业出版社,2004:15-40.
  • 3Castleman K R.Digital Image Processing[M].NJ: Prentice-Hall International Inc, 1996: 430-433
  • 4PEI Ji-Hong, XIE Wei-Xin, LIU Shang-Qian, ea al. Recognition of infrared imaging target of ship with the fuzzy algorithm[J]. Journal of Infrared and Millimeter Waves(裴继红,谢维信,刘上乾,等.用模糊数学方法识别舰船红外成像
  • 5冯亚林.[D].烟台:海军航空工程学院,1995,7-9.
  • 6Sahoo P K, Soltani S, Wong A K C. A survey of thresholding techniques[J]. Computer Vision Graphics Image Process, 1988, 41: 223-260
  • 7Ostu N. A threshold selection method from gray-level histogram. IEEE Trans. System Man Cybernet, 1978, 8: 62-66
  • 8VapnikV.统计学习理论的本质[M].北京:清华大学出版社,2000..
  • 9Osuna E,Freund R,Girosi F. Support Vector Machines: Training and Application [R]. CBCL Paper #144 / AI Memo #1602,Cambridge,MA: Massachusetts Institute of Technology,AI Lab,1997.
  • 10Osuna E,Freund R,Girosi F. An improved training algorithm for support vector machines [A]. Principe J,Gile L,Morgan N,et al. Proceedings of the 1997 IEEE Workshop on Neural Networks for Signal Processing [C]. IEEE,1997. 276-285.

共引文献68

同被引文献45

引证文献8

二级引证文献12

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部