|Table of Contents|

Study on Image Segmentation for Bagged Apple(PDF)

《北方园艺》[ISSN:1001-0009/CN:23-1247/S]

Issue:
2017年08
Page:
6-9
Research Field:
Publishing date:

Info

Title:
Study on Image Segmentation for Bagged Apple
Author(s):
ZHANG WanhongZHU Yuanjun
(Institute of Soil and Water Conservation,Northwest A & F University,Yangling,Shaanxi 712100)
Keywords:
bagged appleRG and B values distribution characteristicsimage segmentation
PACS:
-
DOI:
10.11937/bfyy.201708002
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.

References:

 

[1]王海波,李林光,陈学森,.中早熟苹果品种果实的风味物质和风味品质[J].中国农业科学,2010(11):2300-2306.

[2]刘天军,蔡起华,朱玉春.气候变化对苹果主产区产量的影响:来自陕西省6个苹果生产基地县210户果农的数据[J].中国农村经济,2012(5):32-40.

[3]聂继云,吕德国,李静,.苹果果实中类黄酮化合物的研究进展[J].园艺学报,2009(9):1390-1397.

[4]唐周怀,陈川,惠伟,.套袋苹果黑点病的发生规律[J].西北农林科技大学学报(自然科学版),2003(2):59-61.

[5]吕德国,陈军,高文胜,.套袋苹果不同纸袋内不同时期真菌种群结构研究[J].沈阳农业大学学报,2009(1):80-83.

[6]张春龙,张楫,张俊雄,.近色背景中树上绿色苹果识别方法[J].农业机械学报,2014(10):277-281.

[7]牛希泉,梁艳梅.自然场景下成熟苹果彩色图像分割方法的研究[J].光电子激光,2007(12):1453-1456.

[8]胡婵莉,赵德安,赵宇艳,.基于极值的重叠苹果识别方法研究[J].农机化研究,2016(3):42-46.

[9]HEINEMANN P HVARGHESE Z AMORROW C Tet al.Machine vision inspection of Golden Delicious apples[J].Applied Engineering in Agriculture,1995,11(6):901-906.

[10]司永胜,乔军,刘刚,.基于机器视觉的苹果识别和形状特征提取[J].农业机械学报,2009(8):161-165,73.

[11]李宏利,何东健.图像中被遮挡苹果的还原及定位技术研究[J].农机化研究,2013(9):20-23.

[12]SELIM S ZISMAIL M A.K-means type algorithms:a generalized convergence theorem and characterization of local optimality[J].IEEE Trans Pattern Analysis Machine Intelligence,1984,PAMI-6(1):81-87.

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Last Update: 2017-04-28