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题名:
Insulator recognition based on moments invariant features and Cascade AdaBoost classifier
作者: He SY(何思远); Wang L(王玲); Xia Y(夏泳); Tang YD(唐延东)
作者部门: 机器人学研究室
会议名称: 2013 2nd International Conference on Mechatronics and Control Engineering, ICMCE 2013
会议日期: August 28-29, 2013
会议地点: Dalian, China
会议主办者: Queensland University of Technology; Korea Maritime University; Hong Kong Industrial Technology Research Centre; Inha University
会议录: Applied Mechanics and Materials
会议录出版者: Trans Tech Publications Ltd,
会议录出版地: Zurich-Durnten, Switzerland
出版日期: 2013
页码: 362-367
收录类别: EI ; CPCI(ISTP)
ISSN号: 1660-9336
ISBN号: 978-3-03785-894-3
关键词: Classification (of information) ; Median filters ; Principal component analysis
摘要: A method based on moments invariant features and cascade AdaBoost classifier for insulator recognition is put forward to solve the problem of poor performance of insulator recognition. At first, the insulator image is preprocessed by median filtering, dilating, eroding and Otsu thresholding. Then, for the better extraction of moments invariant features, the preprocessed insulator image is tilted correctly based on PCA (Principal Component Analysis). Next, the moments invariant features are extracted and chosen to compose complex classifier in the process of training AdaBoost. Finally, the complex AdaBoost classifiers are combined in a cascade method for insulator recognition. The results of experiments demonstrate that the proposed method can recognize the insulator from complex background in the mountainous area, and it has better robustness, accuracy and validity. © (2013) Trans Tech Publications, Switzerland.
语种: 英语
产权排序: 1
EI收录号: 20134716999007
WOS记录号: WOS:000335121000071
Citation statistics:
内容类型: 会议论文
URI标识: http://ir.sia.cn/handle/173321/13918
Appears in Collections:机器人学研究室_会议论文

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Recommended Citation:
He SY,Wang L,Xia Y,et al. Insulator recognition based on moments invariant features and Cascade AdaBoost classifier[C]. 2013 2nd International Conference on Mechatronics and Control Engineering, ICMCE 2013. Dalian, China. August 28-29, 2013.Insulator recognition based on moments invariant features and Cascade AdaBoost classifier.
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