Image Feature Extraction and Discriminant Analysis of Xinjiang Uygur Medicine Based on Color Histogram_Journal of Biomedical Engineering

Authors：

 MuratHAMIT , YUNWeikang , YANChuanbo , AbdugheniKUTLUK , YANGFang , ElzatALIP

College of Medical Engineer Technology, Xinjiang Medical University, Urumqi 830011, China;

Corresponding author：

MuratHAMIT, Email: murat.h@163.com

Keywords：

Xinjiang Uygur medicine; color histogram feature; feature extraction; discriminant classification

DOI：

10.7507/1001-5515.20150107

Video：

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Abstract Full text Figures/Tables Video References Cited by

Image feature extraction is an important part of image processing and it is an important field of research and application of image processing technology. Uygur medicine is one of Chinese traditional medicine and researchers pay more attention to it. But large amounts of Uygur medicine data have not been fully utilized. In this study, we extracted the image color histogram feature of herbal and zooid medicine of Xinjiang Uygur. First, we did preprocessing, including image color enhancement, size normalizition and color space transformation. Then we extracted color histogram feature and analyzed them with statistical method. And finally, we evaluated the classification ability of features by Bayes discriminant analysis. Experimental results showed that high accuracy for Uygur medicine image classification was obtained by using color histogram feature. This study would have a certain help for the content-based medical image retrieval for Xinjiang Uygur medicine.

Citation： MuratHAMIT, YUNWeikang, YANChuanbo, AbdugheniKUTLUK, YANGFang, ElzatALIP. Image Feature Extraction and Discriminant Analysis of Xinjiang Uygur Medicine Based on Color Histogram. Journal of Biomedical Engineering, 2015, 32(3): 588-593. doi: 10.7507/1001-5515.20150107 Copy

1.	胡婷, 姚华.新疆维吾尔医医院现状分析及对策思考[J].中国民族民间医药, 2011, 20(16):9-11.
2.	谢玲, 潘苇芩, 刘丽霞, 等.新疆维吾尔药材种植现状及发展思路初探[J].新疆中医药, 2009, 27(6):77-80.
3.	国家中医药管理局.《中华本草-维吾尔药卷》[M].上海:上海科学技术出版社, 2005:1-367.
4.	新疆维吾尔自治区革命委员会卫生局等.《新疆中草药》(维吾尔文)[M].乌鲁木齐:新疆人民出版社, 1973:1-611.
5.	覃梦河.基于颜色特征的图像检索研究现状及趋势[J].信息与电脑:理论版, 2010(3):175.
6.	蔡琴.基于内容的图像检索综述[J].考试周刊, 2013(8):120-122.
7.	詹洪陈, 王怀登, 何菁, 等.基于内容的图像检索[J].现代电子技术, 2014(7):68-70.
8.	王娟, 孔兵, 贾巧丽.基于颜色特征的图像检索技术[J].计算机系统应用, 2011, 20(7):160-164.
9.	刘益新, 郭依正.灰度直方图特征提取的Matlab实现[J].电脑知识与技术, 2009, 5(32):9032-9034.
10.	ROBIN H, JOHN S, PETER C.Bayesian classification with correlation and inheritance[C]//Proceedings of the 12th International Joint Conference on Artificial Intelligence. San Francisco:Morgan Kaufmann Publishers Inc, 1991, 2:692-698.
11.	PAVELEY R A, MANSOUR N R, HALLYBURTON I A, et al. Whole organism high-content screening by label-free, image-based Bayesian classification for parasitic diseases[J]. PLoS Negl Trop Dis, 2012, 6(7):e1762.
12.	仲召阳, 王东, 李梦侠, 等.基于Bayes法的C212蛋白芯片联合检测判别函数的建立及临床意义分析[J].解放军军医杂志, 2009, 34(1):34-40.
13.	丁国建, 徐奎善, 李天官, 等.应用SPSS逐步判别分析建立晚期血吸虫病治疗分类模型的研究[J].实用预防医学, 2011, 18(8):1418-1420.

1. 胡婷, 姚华.新疆维吾尔医医院现状分析及对策思考[J].中国民族民间医药, 2011, 20(16):9-11.
2. 谢玲, 潘苇芩, 刘丽霞, 等.新疆维吾尔药材种植现状及发展思路初探[J].新疆中医药, 2009, 27(6):77-80.
3. 国家中医药管理局.《中华本草-维吾尔药卷》[M].上海:上海科学技术出版社, 2005:1-367.
4. 新疆维吾尔自治区革命委员会卫生局等.《新疆中草药》(维吾尔文)[M].乌鲁木齐:新疆人民出版社, 1973:1-611.
5. 覃梦河.基于颜色特征的图像检索研究现状及趋势[J].信息与电脑:理论版, 2010(3):175.
6. 蔡琴.基于内容的图像检索综述[J].考试周刊, 2013(8):120-122.
7. 詹洪陈, 王怀登, 何菁, 等.基于内容的图像检索[J].现代电子技术, 2014(7):68-70.
8. 王娟, 孔兵, 贾巧丽.基于颜色特征的图像检索技术[J].计算机系统应用, 2011, 20(7):160-164.
9. 刘益新, 郭依正.灰度直方图特征提取的Matlab实现[J].电脑知识与技术, 2009, 5(32):9032-9034.
10. ROBIN H, JOHN S, PETER C.Bayesian classification with correlation and inheritance[C]//Proceedings of the 12th International Joint Conference on Artificial Intelligence. San Francisco:Morgan Kaufmann Publishers Inc, 1991, 2:692-698.
11. PAVELEY R A, MANSOUR N R, HALLYBURTON I A, et al. Whole organism high-content screening by label-free, image-based Bayesian classification for parasitic diseases[J]. PLoS Negl Trop Dis, 2012, 6(7):e1762.
12. 仲召阳, 王东, 李梦侠, 等.基于Bayes法的C212蛋白芯片联合检测判别函数的建立及临床意义分析[J].解放军军医杂志, 2009, 34(1):34-40.
13. 丁国建, 徐奎善, 李天官, 等.应用SPSS逐步判别分析建立晚期血吸虫病治疗分类模型的研究[J].实用预防医学, 2011, 18(8):1418-1420.

Journal of Biomedical Engineering

Image Feature Extraction and Discriminant Analysis of Xinjiang Uygur Medicine Based on Color Histogram

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