Acquisition of Fruit Region in Green Apple Image Based on the Combination of Segmented Regions

被引:0
作者
Lv, Jidong [1 ]
Shen, Genrong [1 ]
Ma, Zhenghua [1 ]
机构
[1] Changzhou Univ, Sch Informat Sci & Engn, Changzhou, Peoples R China
来源
2017 2ND INTERNATIONAL CONFERENCE ON IMAGE, VISION AND COMPUTING (ICIVC 2017) | 2017年
基金
中国国家自然科学基金;
关键词
apple; harvesting robot; image segmentation; image processing;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
To acquire the fruit region of green apple image in close color more completely, this work designed a method of region extraction before fruit region combination. Firstly, channel images in every color space were analyzed to determine appropriate color channel images: images of G and b color channel in RGB and Lab color spaces, respectively. Then, these images were segmented by K-means clustering to obtain segmented images of G and b color channel. Postprocessing was conducted to different segmentation results. For example, open operation and micro-region elimination were conducted to segmented image of G color channel. The same processing was conducted to b color channel image after combining with above processed G color channel image and filling holes. Therefore, the target fruit region can be acquired completely. The validity of this method was verified by experiment.
引用
收藏
页码:332 / 335
页数:4
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