Automatic Target Detection by Optimal Morphological Filters-中国期刊网

摘要 Itiswidelyacceptedthatthedesignofmorphologicalfilters,whichareoptimalinsomesense,isadifficulttask.Inthispaperanovelmethodforoptimallearningofmorphologicalfilteringparameters(Genetictrainingalgorithmformorphologicalfilters,GTAMF)ispresented.GTAMFadoptsnewcrossoverandmutationoperatorscalledthecurvedcylindercrossoverandmaster-slavemutationtoachieveoptimalfilteringparametersinaglobalsearching.Experimentalresultsshowthatthismethodispractical,easytoextend,andmarkedlyimprovestheperformancesofmorphologicalfilters.Theoperationofamorphologicalfiltercanbedividedintotwobasicproblemsincludingmorphologicaloperationandstructuringelement(SE)selection.Therulesformorphologicaloperationsarepredefinedsothatthefilter'spropertiesdependmerelyontheselectionofSE.Bymeansofadaptiveoptimizationtraining,structuringelementspossesstheshapeandstructuralcharacteristicsofimagetargets,andgivespecificinformationtoSE.Morphologicalfiltersformedinthiswaybecomecertainlyintelligentandcanprovidegoodfilteringresultsandrobustadaptabilitytoimagetargetswithclutterbackground.

1Wang Yimin An Jinwen. MAXIMUM A POSTERIORI-BASED AUTOMATIC TARGET DETECTION IN SAR IMAGES.物理电子学,2005-06.
2汪小平;张天序;颜露新;王曼;吴家伟. Improved multilevel filters to enhance infrared small target.光学工程,2011-05.
3ZHU Kai-hua QI Fei-hu JIANG Ren-jie XU Li. Automatic character detection and segmentation in natural scene images.物理,2007-01.
4ZHU Zhaotong;PENG Shibao;XU Jia;XU Xiaomei. Automatic target recognition method for inverse synthetic aperture sonar imaging.声学,2018-04.
5A.V. Doronicheva A. A. Socolov S. Z. Savin. Using Sobel Operator for Automatic Edge Detection in Medical Images.基础数学,2014-04.
6Lu-Lu Wang;Hong-Qiang Wang;Yu-Liang Qin;Yong-Qiang Cheng. Adaptive Robust Waveform Selection for Unknown Target Detection in Clutter.物理电子学,2014-02.
7Alaa Aldoori;Ali Buniya;ZHENG Zheng. Single Channel Fetal ECG Detection Using LMS and RLS Adaptive Filters.生物医学工程,2015-04.
8SUIHaigang;LIDeren;GONGJianya. Automatic Change Detection for Road Networks from Images Based on GIS.测绘科学与技术,2003-04.
9杨兆选;陈杨;何英华;吴骏. Automatic Vehicle License Recognition Based on Video Vehicular Detection System.高等教育学,2006-03.
10Tian Xinguang;Duan Miyi;Sun Chunlai;Liu Xin. AN ITERATIVE ALGORITHM FOR OPTIMAL DESIGN OF NON-FREQUENCY-SELECTIVE FIR DIGITAL FILTERS.物理电子学,2008-05.

Automatic Target Detection by Optimal Morphological Filters

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Automatic Target Detection by Optimal Morphological Filters

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