全部 标题 作者
关键词 摘要

OALib Journal期刊
ISSN: 2333-9721
费用:99美元

查看量下载量

相关文章

更多...

基于计算机视觉和神经网络的牛肉颜色自动分

, PP. 173-178

Keywords: 牛肉,颜色,分级,神经网络,计算机视觉

Full-Text   Cite this paper   Add to My Lib

Abstract:

将采集的牛胴体眼肌切面图像人工确定其颜色等级,然后通过计算机图像处理方法,分割出肌肉区域并提取出其在RGB和HIS颜色空间的颜色特征参数。设计一个以牛肉的颜色特征参数为输入、牛肉的颜色等级为输出的BP神经网络模型,通过训练,确定模型的结构参数,用测试样本对该模型进行验证。结果显示,用该模型进行牛肉颜色等级预测的正确率可达95%,耗时仅0.25s。表明利用所设计的模型可以对牛肉的颜色等级进行快速、准确的自动判定。

References

[1]  Jeyamkondan S,Ray N,Kranzler G A,et al.Beef quality grading using machine vision[C]//Conference on Biological Quality and Precision Agriculture Ⅱ,Boston,USA,2000:91-101.
[2]  孙永海 鲜于建川 石晶.基于计算机视觉的冷却牛肉嫩度分析方法[J].农业机械学报,2003(5):102-105.
[3]  Chen Kunjie,Qi Chunfang.Segmentation of beef marbling based on vision threshold[J].Computers and Electronics in Agriculture,2008,62(2):223-230.
[4]  Yoshikawa F,Toraichi K,Wada N,et al.Feature extraction algorithm for beef marbling[C]//1999 IEEE Pacific Rim Conference on Communications,Computers and Signal Proceedings,Victoria,BC,Canada,1999:209-212.
[5]  Kazuhiko Shiranita,Kenichiro Hayashi,Akifumi Otsubo,et al.Grading meat quality by image processing[J].Pattern Recognition,2000,33(1):97-104.
[6]  Shiraniata K,Hayashi K,Otsubo A.Determination of meat quality by image processing and neural network techniques[J].Journal of Robotics and Mechatronics,2000,12(4):474-479.
[7]  陈坤杰 姬长英.基于图像运算的牛肉大理石花纹分割方法[J].农业机械学报,2007,38(5):195-196,206.
[8]  Gerrard D E,Gao X,Tan J.Beef marbling and color score determination by image processing[J].Journal of Food Science,1996,61(1):145-148.
[9]  陈坤杰 姬长英.牛肉自动分级技术研究进展分析[J].农业机械学报,2006,37(3):153-156.
[10]  Tan Jinglu.Meat quality evaluation by computer vision[J].Journal of Food Engineering,2004,61(1):27-35.
[11]  Schutte B R,Biju N,Kranzler G A,et al.Color video image analysis for augmenting beef carcass grading[R].Animal Science Research Report,1998:32-36.
[12]  贾渊 汤晓艳 姬长英.牛肉颜色的RGB特征[J].食品科学,:.
[13]  Echt-Nielsen R.Theory of back-propagation neural networks[C]//Proceedings of the International Joint Conference on Neural Networks,1989,1:593-605.
[14]  周开利 康耀红.神经网络模型及其MATLAB仿真程序设计[M].北京:清华大学出版社,2005.

Full-Text

Contact Us

service@oalib.com

QQ:3279437679

WhatsApp +8615387084133