Insulator recognition based on moments invariant features and Cascade AdaBoost classifier

CORC > 沈阳自动化研究所 > 中国科学院沈阳自动化研究所 > 机器人学研究室

	Insulator recognition based on moments invariant features and Cascade AdaBoost classifier
	He SY(何思远); Wang L(王玲); Xia Y(夏泳); Tang YD(唐延东)
	2013
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
关键词	Classification (of information) Median filters Principal component analysis
页码	362-367
中文摘要	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.
收录类别	EI ; CPCI（ISTP）
产权排序	1
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
语种	英语
ISSN号	1660-9336
ISBN号	978-3-03785-894-3
WOS记录号	WOS:000335121000071
内容类型	会议论文
源URL	[http://ir.sia.cn/handle/173321/13918]
专题	沈阳自动化研究所_机器人学研究室
推荐引用方式 GB/T 7714	He SY,Wang L,Xia Y,et al. Insulator recognition based on moments invariant features and Cascade AdaBoost classifier[C]. 见:2013 2nd International Conference on Mechatronics and Control Engineering, ICMCE 2013. Dalian, China. August 28-29, 2013.