Feature Extraction in the Image Recognition for Plateau Pikas (Ochotona curzoniae) | |
Cao, Minghua; Chen, Haiyan; Wang, Huiqin; Wang, Weifang | |
2011 | |
关键词 | Plateau Pikas(Ochotona curzoniae) Image Processing Feature Extraction |
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 MEASUREMENT AND TEST, PTS 1-3 |
会议录出版者 | TRANS TECH PUBLICATIONS LTD |
会议录出版地 | LAUBLSRUTISTR 24, CH-8717 STAFA-ZURICH, SWITZERLAND |
语种 | 英语 |
WOS研究方向 | Materials Science |
WOS记录号 | WOS:000307023300299 |
内容类型 | 会议论文 |
源URL | [http://119.78.100.223/handle/2XXMBERH/37496] |
专题 | 计算机与通信学院 |
通讯作者 | Cao, Minghua |
作者单位 | Lanzhou Univ Technol, Sch Comp & Commun, Lanzhou 730050, Peoples R 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:. |
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