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Study on Identification for the Typical Pasture Based on Image Texture Features | |
Han Ding; Wang Junling; Wen Jing; Ma ZiYin; Zhang Xu; Du DePeng | |
通讯作者 | Wang, JL (corresponding author), Inner Mongolia Univ, Coll Elect & Informat Engn, Hohhot 010021, Peoples R China. |
会议名称 | 31st Chinese Control And Decision Conference (CCDC) |
会议日期 | JUN 03-05, 2019 |
会议地点 | Nanchang, PEOPLES R CHINA |
英文摘要 | Aiming at the problems of pasture monitoring and low-level digitization in Inner Mongolia desert steppe, the texture feature extraction and image recognition for three typical pastures were represented in this paper so as to provide a basis for grass species identification and grassland management. Images of three typical pasture's leaves (Herb of Shady Jerusalemsage, Cleistogenes songorica (Roshev.) and Ohwiand potentilla anserine) were preprocessed by using image processing technology, 7 kinds texture features were extracted by using Gray-Gradient Co-occurrence Matrix, and then a BP neural network was built for realizing the image recognition of these three pastures. An 84.7% of final overall recognition rate and an effective classification result of three pasture images were received. The experimental results indicate that the image classification were perfectly realized by using a BP neural network model based on texture features . The recognition for forage image provides a scientific basis for the monitoring of vegetation species diversity, grass degradation and pest control. |
英文关键词 | Pasture Texture feature Gray-Gradient Co-occurrence Matrix Image Recognition |
来源出版物 | PROCEEDINGS OF THE 2019 31ST CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2019) |
ISSN | 1948-9439 |
出版年 | 2019 |
页码 | 778-782 |
ISBN | 978-1-7281-0105-7 |
出版者 | IEEE |
类型 | Proceedings Paper |
语种 | 英语 |
收录类别 | CPCI-S |
WOS记录号 | WOS:000555859001003 |
WOS类目 | Automation & Control Systems ; Operations Research & Management Science |
WOS研究方向 | Automation & Control Systems ; Operations Research & Management Science |
资源类型 | 会议论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/369985 |
作者单位 | [Han Ding; Wang Junling; Ma ZiYin; Zhang Xu] Inner Mongolia Univ, Coll Elect & Informat Engn, Hohhot 010021, Peoples R China; [Du DePeng] Inner Mongolia Univ, Coll Comp Sci, Hohhot 010021, Peoples R China; [Wen Jing] Hohhot Vocat Coll, Hohhot 010051, Peoples R China |
推荐引用方式 GB/T 7714 | Han Ding,Wang Junling,Wen Jing,et al. Study on Identification for the Typical Pasture Based on Image Texture Features[C]:IEEE,2019:778-782. |
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