Cherry recognition in natural environment based on the vision of picking robot

被引:3
作者
Zhang, Qirong [1 ]
Chen, Shanxiong [2 ,3 ]
Yu, Tingzhong [1 ]
Wang, Yan [1 ]
机构
[1] Guizhou Univ Engn Sci, Informat Engn, Bijie 551700, Peoples R China
[2] Southwest Univ, Sch Comp, Chongqing 400715, Peoples R China
[3] Southwest Univ, Sch Informat Sci, Chongqing 400715, Peoples R China
来源
3RD INTERNATIONAL CONFERENCE ON ENERGY MATERIALS AND ENVIRONMENT ENGINEERING | 2017年 / 61卷
关键词
D O I
10.1088/1755-1315/61/1/012021
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
In order to realize the automatic recognition of cherry in the natural environment, this paper designed a robot vision system recognition method. The first step of this method is to pre-process the cherry image by median filtering. The second step is to identify the colour of the cherry through the 0.9R-G colour difference formula, and then use the Otsu algorithm for threshold segmentation. The third step is to remove noise by using the area threshold. The fourth step is to remove the holes in the cherry image by morphological closed and open operation. The fifth step is to obtain the centroid and contour of cherry by using the smallest external rectangular and the Hough transform. Through this recognition process, we can successfully identify 96% of the cherry without blocking and adhesion.
引用
收藏
页数:6
相关论文
共 15 条
[1]  
LuJiDong LuJiDong, 2014, Nongye Jixie Xuebao = Transactions of the Chinese Society for Agricultural Machinery, V45, P65
[2]   THRESHOLD SELECTION METHOD FROM GRAY-LEVEL HISTOGRAMS [J].
OTSU, N .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1979, 9 (01) :62-66
[3]  
Qirong Zhang, 2014, Advanced Materials Research, V971-973, P1838, DOI 10.4028/www.scientific.net/AMR.971-973.1838
[4]  
Shi X. Q, 2013, J AGR MECH RES, V10, P46
[5]  
Wang Hui Wang Hui, 2012, Nongye Jixie Xuebao = Transactions of the Chinese Society for Agricultural Machinery, V43, P165
[6]   Design and Implementation of Cherry Picking Robot Vision Recognition System Based on Face Recognition [J].
Zhang, Qi Rong ;
Hu, Ru Hui ;
Yu, Ting Zhong .
2016 INTERNATIONAL CONFERENCE ON MECHATRONICS, MANUFACTURING AND MATERIALS ENGINEERING (MMME 2016), 2016, 63
[7]   The improved relative entropy for face recognition [J].
Zhang, Qi Rong ;
Zhang, Ji Yan ;
Wang, Yan .
2016 INTERNATIONAL CONFERENCE ON MECHATRONICS, MANUFACTURING AND MATERIALS ENGINEERING (MMME 2016), 2016, 63
[8]   Cherry Picking Robot Vision Recognition System Based on OpenCV [J].
Zhang, Qi Rong ;
Peng, Pei ;
Jin, Yan Mei .
2016 INTERNATIONAL CONFERENCE ON MECHATRONICS, MANUFACTURING AND MATERIALS ENGINEERING (MMME 2016), 2016, 63
[9]  
Zhang Qirong, 2015, Journal of Chongqing University of Posts and Telecommunication (Natural Science Edition), V27, P563, DOI 10.3979/j.issn.1673-825X.2015.04.019
[10]  
[张起荣 Zhang Qirong], 2014, [重庆邮电大学学报. 自然科学版, Journal of Chongqing University of Posts and Telecommunications. Natural Science Edition], V26, P700