多波段红外图像的差异纹理特征选择

朱小红; 蔺素珍; 张商珉; 王栋娟; 刘震

doi:doi:10.3969/j.issn.1003-501x.2016.04.011

光电工程, 2016, 43 (4): 66, 网络出版: 2016-05-11

多波段红外图像的差异纹理特征选择

Selection of Difference Texture Features for Multi-band Infrared Images

论文大纲

朱小红 ^*蔺素珍张商珉王栋娟刘震

作者单位

中北大学计算机与控制工程学院，太原 030051

多波段红外纹理特征特征选择差异特征 multi-band infrared texture feature feature selection difference feature

摘要

针对多波段红外图像纹理特征数目庞大，不易于对其成像差异进行综合分析的问题，提出了一种三级特征选择模型。首先采用两两比较的形式进行差异一致性检验，选择出差异分布规律一致的特征量；其次基于 SPSS软件的独立样本检验功能进行差异显著性检验，剔除差异不显著的特征量；然后进行去相关性分析，相关度较高的特征用其中某个特征代替，其余特征保留。实验证明，经该模型选择出的少量特征能综合反映图像的特征差异，为其目标识别等提供参考。

Abstract

In order to overcome the difficulty that texture feature space dimension of multi-band infrared images is large and hard to analyze its imaging differences synthetically, a three-level feature selection model was proposed. Firstly tested consistency in the form of two contrast, and it was selected the features that difference distribution laws were the same. Secondly, the function of independent sample test based on SPSS software was used to test difference significant degree, and the features whose differences that were not significant were eliminated. Then, the correlation of features was analyzed, and one of the features stood for the features with high correlation. At the same time, the rest of features were reserved. Experiments prove that a few features selected by this model can reflect features differences of image, and it will provide references for target recognition and so on.

参考文献

[1] 付强，张新. 中波/长波双色红外光学系统材料选择 [J].光学学报， 2015，35(02)：81-87.

FU Qiang，ZHANG Xin. Material choose for mid-wave/long-wave dual-waveband infrared optics [J]. Acta Optica Sinica， 2015，35(02)：81-87.

[2] 蔺素珍，朱小红，王栋娟，等. 基于嵌入式多尺度变换的多波段图像融合 [J].计算机研究与发展， 2015，52(04)：952-959.

LIN Suzhen，ZHU Xiaohong，WANG Dongjuan，et al. Multi-band image fusion based on embedded multi-scale transform [J]. Journal of Computer Research and Development，2015，52(04)：952-959.

[3] 邓黎. 扩展目标的特征提取及目标识别 [D].成都：中国科学院光电技术研究所， 2013：6-11.

DENG Li. Feature extraction and object recognition of expanded target [D]. Chengdu：Institute of Optics and Electronics, Chinese Academy of Sciences，2013：6-11.

[4] 李飞. 雷达图像目标特征提取方法研究 [D].西安：西安电子科技大学， 2014：2-3.

LI Fei. Study on target feature extraction based on radar image [D]. Xi’an：Xidian University，2014：2-3.

[5] Boettcher E J，Leonard K R，Hodgkin V A，et al. New target acquisition task for contemporary operating environments： personnel in MWIR，LWIR，and SWIR [C]// Infrared Imaging Systems：Design，Analysis，Modeling，and Testing XX， Orlando，Florida，April 05，2010，7662：76620I-1-76620I-11.

[6] Lavigne D A，Breton M，Fournier G，et al. A new passive polarimetric imaging system collecting polarization signatures in the visible and infrared bands [C]// Infrared Imaging Systems：Design，Analysis，Modeling，and Testing XX，Orlando，Florida， April 13，2009，7330：730010-1-730010-9.

[7] 张雷，高桦，杨风暴. 双波段红外图像辐射特性分析及在图像融合中的应用 [J].光电技术应用， 2006，21(05)：54-57.

ZHANG Lei，GAO Hua，YANG Fengbao. Analysis of doule wave bands IR image radiation characteristics and application of image fusion [J]. Electro-optic Technology Application，2006，21(05)：54-57.

[8] LING Ren，MIN Chaobo，SUN Jianning，et al. Research and experiment of InGaAs shortwave infrared imaging system based on FPGA [C]// Selected Papers from Conferences of the Photoelectronic Technology Committee of the Chinese Society of Astronautics，China，August 01，2014，9522：95221T-1-95221T-8.

[9] 杨寸明，卢杰，温中流，等. InGaAs近红外相机成像技术研究 [J].半导体光电， 2014，35(03)：543-545.

YANG Cunming，LU Jie，WEN Zhongliu，et al. Study on imaging technology of InGaAs near-infrared camera [J]. Semiconductor Optoelectronics，2014，35(03)：543-545.

[10] FayDA，Waxman A M，Aguilar M，et al. Fusion of Multi-Sensor Imagery for Night Vision：Color Visualization，Target Learning and Search [C]// Information Fusion，Paris，France，July 10-13，2000，1：TUD3/3-TUD310.

[11] Protective Fabrics. Military-Special Operations [EB/OL]. (2014) http://www.goreprotectivefabrics.com/remote/Satellite/ Military- Special-Operations-Concealment/GORE-Multispectral-Concealment-Garments.

[12] Arslan Y，Eker S U，Kaldirim M，et al. Large format voltage tunable dual-band QWIP FPAs [J]. Infrared Physics and Technology(S1350-4495)，2009，52(6)：399-402.

[13] Fay D，Ilardi P，Sheldon N，et al. Realtime image fusion and target learning & detection on a laptop attached processor [C]// Enhanced and Synthetic Vision 2005 Conference，Orlando，Florida，USA，March 28，2005，5802：154-165.

[14] 孙君顶，赵珊. 图像低层特征提取与检索技术 [M].北京：电子工业出版社， 2009：25-34.

SUN Junding，ZHAO Shan. Image Feature Extraction and Retrieval Technology [M]. Beijing：Electronics Industry Press， 2009：25-34.

[15] 周萧，杨风暴，安富，等. 双色中波红外图像差异纹理特征分析方法研究 [J].红外技术， 2012，34(06)：340-345.

ZHOU Xiao，YANG Fengbao，AN Fu，et al.The analysis method of differences in image texture features based on dual-color MWIR images [J]. Infrared Technology，2012，34(06)：340-345.

[16] 谢幼如，李克东. 教育技术学研究方法基础 [M].北京：高等教育出版社， 2006：112-134.

XIE Youru，LI Kedong. On the Basis of Research Methods of Educational Technology [M]. Beijing：Higher Education Press，2006：112-134.

[17] 陈鹤. 中国德语学习者篇章写作中的词汇错误分析 [D].北京：北京外国语大学， 2014：83-84.

CHEN He. An analysis of the lexical errors in the discourse of chinese german learners [D]. Beijing：Beijing Foreign Studies University，2014：83-84.

[18] 陆萍. 基于图像处理和模式识别的齿痕舌象研究 [D].上海：华东理工大学， 2014：45-46.

LU Ping. Study of teeth-marked tongue based on image processing and pattern recognition [D]. Shanghai：East China University of Science and Technology，2014：45-46.

[19] 李森，宋国兵，康小宁，等. 基于时域下相关分析法的小电流接地故障选线 [J].电力系统保护与控制， 2008，36(13)： 15-20.

LI Sen，SONG Guobing，KANG Xiaoning，et al. Time-domain fault line selection based on correlation analysis in neutral indirect ground system [J]. Power System Protection and Control，2008，36(13)：15-20.

[20] 尚海昆，苑津莎，王瑜，等. 基于交叉小波变换和相关系数矩阵的局部放电特征提取 [J].电工技术学报， 2014，29(04)： 274-281.

SHANG Heikun，YUAN Jinsha，WANG Yu，et al. Feature extraction for partial discharge based on cross-wavelet transform and correlation coefficient matrix [J]. Transactions of China Electrotechnical Society，2014，29(04)：274-281.

朱小红, 蔺素珍, 张商珉, 王栋娟, 刘震. 多波段红外图像的差异纹理特征选择[J]. 光电工程, 2016, 43(4): 66. ZHU Xiaohong, LIN Suzhen, ZHANG Shangmin, WANG Dongjuan, LIU Zhen. Selection of Difference Texture Features for Multi-band Infrared Images[J]. Opto-Electronic Engineering, 2016, 43(4): 66.

多波段红外图像的差异纹理特征选择

关于本站 Cookie 的使用提示

全站搜索

多波段红外图像的差异纹理特征选择

相关论文

相关资讯

关于本站 Cookie 的使用提示

全站搜索