Infrared and Laser Engineering, Volume. 45, Issue 1, 104004(2016)
Infrared ship-target recognition based on SVM classification
[1] [1] Christopher M Bishop. Pattern Recognition and Machine Learning (Information Science and Statistics)[M]. New York:Springer, 2006.
[2] [2] Vpnik V N, Chervonenkis A Ja. Theoey of Pattern Recognition[M]. New York: Springer, 1974.
[3] [3] Yu Youchuan. Vehicle recognition method based on machine learning[D]. Xi′an: Xidian University, 2009. (in Chinese)
[4] [4] Zhang Quanfa, Pu Baoming, Li Tianran, et al. Vehicles detection based on histograms of oriented gradients and machine learning[J]. Computer Systems & Applications, 2013, 22(7): 104-107. (in Chinese)
[5] [5] Mu Chunlei. The research of face recognition system based on HOG feature[D]. Chengdu: University of Electronic Science and Technology of China, 2013. (in Chinese)
[6] [6] Zhao Lei, Wang Bing, Zhang Liming. Change detection for remotely sensed images based on split window and semi-supervised SVM[J]. Journal of Fudan University(Natural Science), 2010, 49(2): 190-196. (in Chinese)
[7] [7] Wang Peng, Lv Gaojie, Gong Junbin, et al. An automatic target detection method for infrared ship in complex sea-sky background[J]. Geomatics and Information Science of Wuhan University, 2011, 36(12): 1438-1441. (in Chinese)
[8] [8] Dalal Navneet, Triggs Bill. Histograms of oriented gradients for human detection[C]//IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2005, 1: 886-893.
[9] [9] Carl Vondrick, Aditya Khosla, Tomasz Malisiewicz, et al. HOGgles: Visualizing Object Detection Features[C]// 2013 IEEE International Conference on Computer Vision (ICCV), 2013, 1: 1-8.
[10] [10] Cortes C, Vapnik V N. Support vector networks[J]. Machine Learning, 1995, 20(3): 273-297.
[11] [11] Webb G I, Ting K M. On the application of ROC analysis to predict classification performance under varying class distribution [J]. Machine Learning, 2005, 58(1): 2.
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Zhang Difei, Zhang Jinsuo, Yao Keming, Cheng Minwei, Wu Yongguo. Infrared ship-target recognition based on SVM classification[J]. Infrared and Laser Engineering, 2016, 45(1): 104004
Category: 红外技术与应用
Received: May. 5, 2015
Accepted: Jun. 13, 2015
Published Online: Apr. 5, 2016
The Author Email: Difei Zhang (zdf_ftd@163.com)