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Feature extraction in the image recognition for plateau pikas (Ochotona curzoniae)
Cao, Minghua; Chen, Haiyan; Wang, Huiqin; Wang, Weifang
2011
会议日期June 24, 2011 - June 26, 2011
会议地点Nanchang, China
关键词Data compression Feature extraction Image recognition Imaging systems Background noise Conventional methods Data capacity Detection methods Edge detectors Image binarization Image graying Image processing technology Image smoothing Material resources Median filtering Noise elimination Plateau pikas(Ochotona curzoniae) Prewitt Sharp edges
卷号301-303
DOI10.4028/www.scientific.net/AMR.301-303.1682
页码1682-1686
英文摘要The conventional methods for pika observation and investigation are costly both in material resources and manpower, moreover these approaches are difficult to use in long-term and continuous investigation. In this context, a plateau pikas monitoring scheme based on image processing technology was described, and the steps of pika identification is presented. Furthermore, the most challenging issue of pika identification, feature extraction was analyzed in detail. Based on the analysis, the image graying method was utilized to avoid redundance and compress data capacity, and image binarization technology was utilized to eliminate the background noise. Moreover, in order to effectively extract the features, four edge detectors: Sobel, Prewitt, Roberts and Canny were chosen for evaluation, and among these algorithms Roberts detector were found has better performance in the application. At last, median filtering method was utilized in image smoothing for spiky noise elimination and sharp edges preservation. The experiment results showed that the pika detection method based on image processing has the advantages to achieve dynamic and continuous monitor of pika in close quarters, and significantly improved the technique in meadow biogeocenose protection.
会议录Advanced Materials Research
会议录出版者Trans Tech Publications, P.O. Box 1254, Clausthal-Zellerfeld, D-38670, Germany
语种英语
ISSN号10226680
内容类型会议论文
源URL[http://ir.lut.edu.cn/handle/2XXMBERH/115887]  
专题计算机与通信学院
作者单位School of Computer and Communication, Lanzhou University of Technology, Lanzhou 730050, China
推荐引用方式
GB/T 7714
Cao, Minghua,Chen, Haiyan,Wang, Huiqin,et al. Feature extraction in the image recognition for plateau pikas (Ochotona curzoniae)[C]. 见:. Nanchang, China. June 24, 2011 - June 26, 2011.
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