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 |
DOI | 10.4028/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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