ZHANG Wanhong,ZHU Yuanjun.Study on Image Segmentation for Bagged Apple[J].Northern Horticulture,2017,41(08):6-9.[doi:10.11937/bfyy.201708002]
套袋苹果影像的分割方法研究
- Title:
- Study on Image Segmentation for Bagged Apple
- 关键词:
- 套袋苹果; R、G和B值分布特征; 影像分割
- 文献标志码:
- A
- 摘要:
- 为了准确识别并分割套袋苹果,对影像中的套袋苹果及其背景在RGB颜色空间模式下,分析各目标物的R(红)、G(绿)及B(蓝)值分布特征,根据各目标物所呈现的R、G及B值差异选取适合于套袋苹果的分割条件,对套袋苹果进行分割,将分割结果与多阈值分割法以及K均值聚类法分割结果进行比较。结果表明:分割法优于以上2种方法,同时,根据该试验提出的分割方法计算苹果识别率,识别率可达93.4%,表明该试验算法对套袋苹果的分割准确率高。
- Abstract:
- In order to accurately segment of bagged apple,the feature of R,G and B values of RGB mode for bagged apple and other targets image was analyzed,and then the bagged apples were segmented based on the difference of R,G and B values of each target.Compared the results of image segmentation obtained by R,G and B distribution with the results obtained by the multiple threshold and K-means clustering analysis.The results indicated that the image segmentation method based on the R,G and B distribution was better than multiple threshold and K-means clustering analysis.Meanwhile,computing the identification rate of apple on the basis of image segmentation using the method of R,G and B distribution,the results showed that the identification rate was 93.4%.Consequently,it could be concluded that the image segmentation with the help of R,G and B distribution was reliable.
参考文献/References:
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备注/Memo
第一作者简介:张万红(1974-),男,陕西扶风人,博士,助理研究员,研究方向为生态模型及影像分割。E-mail:zhwhong1022@163.com.责任作者:朱元骏(1978-),男,湖北十堰人,博士,副研究员,研究方向为土壤侵蚀。E-mail:zhuyuanjun@foxmail.com.基金项目:中国科学院重点部署资助项目(KFZD-SW-306-03)。