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Reseach Article

Disease Detection in Soya Bean using K-Means Clustering Segmentation Technique

by Jimita Baghel, Prashant Jain
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 145 - Number 9
Year of Publication: 2016
Authors: Jimita Baghel, Prashant Jain
10.5120/ijca2016910758

Jimita Baghel, Prashant Jain . Disease Detection in Soya Bean using K-Means Clustering Segmentation Technique. International Journal of Computer Applications. 145, 9 ( Jul 2016), 15-18. DOI=10.5120/ijca2016910758

@article{ 10.5120/ijca2016910758,
author = { Jimita Baghel, Prashant Jain },
title = { Disease Detection in Soya Bean using K-Means Clustering Segmentation Technique },
journal = { International Journal of Computer Applications },
issue_date = { Jul 2016 },
volume = { 145 },
number = { 9 },
month = { Jul },
year = { 2016 },
issn = { 0975-8887 },
pages = { 15-18 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume145/number9/25306-2016910758/ },
doi = { 10.5120/ijca2016910758 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T23:48:20.558797+05:30
%A Jimita Baghel
%A Prashant Jain
%T Disease Detection in Soya Bean using K-Means Clustering Segmentation Technique
%J International Journal of Computer Applications
%@ 0975-8887
%V 145
%N 9
%P 15-18
%D 2016
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Automatic detection of leaf disease is an essential research topic in agricultural research. It may prove benefits in monitoring fields and early detection of leaf diseases by the symptoms that appear on the leaves.In this paper K-means clustering method is used for segmentation of diseased portion of soya bean leaf. Percentage calculation and accurate grading of leaf disease is necessary for determination of pest control measures. This approach provides a feasible robust solution for defect segmentation of leaves.

References
  1. B.B Singh, “Success of Soybean in India: The Early Challenges and Pioneer Promoters.”International Institute of Tropical Agriculture (IITA), Kano Station, Sabo Bakin Zuwo Road, PMB 3112, Kano,Nigeria.
  2. Aakanksha Rastogi, Ritika Arora , Shanu Sharma, “Leaf Disease Detection and Grading using Computer Vision Technology &Fuzzy Logic”,IEEE 2015 2nd International Conference on Signal Processing and Integrated Networks (SPIN).
  3. Al-Hiary H., S. Bani-Ahmad, M. Reyalat, M., Braik and Z. Al Rahamneh, “Fast and accurate detection and classification of plant disease”, International Journal of computer Application, ISSN 0975-8887,vol.17, No1, pp. 31-38, 2011.
  4. Jayamala K. Patil and Raj Kumar, “Advances in image processing for detection of plant diseases”, Journal of Advanced Bioinformatics Applications and Research, ISSN 0976-2604Vol 2, Issue 2, pp 135-141, June-2011.
  5. Rafael C. Gonzalez, Richard E.Woods and Steven L. Eddins, “Digital Image Processing”, Pearson Education, 2nd Edition
  6. Anil K. Jain, “Fundamentals of Digital Image Processing”,PHI.
  7. Darshana. A, Dr.JharnaMajumdar,ShilpaAnkalak, “Segmentation Method for Automatic Leaf Disease Detection.”,IJIRCCE,Vol.3,Issue 7,July 2015.
  8. www.mathsworks.com, k-means clustering method.
  9. Sachin.B. Jadhav, Prof.Dr.Sanjay B Patil,“Grading of Soybean Leaf Disease Based on Segmented Image Using K-means Clustering.”,IJARECE,Volume 4, Issue 6, January 2015.
  10. Manjit Chintalapalli,”Color Image segmentation by Clustering”.
  11. R. Pydipati, T.F. Burks and W.S. Lee, “Identification of citrus disease using color texture features and discriminant analysis”, Computer and Electronics in Agriculture, Elsevier, Vol 52, Issue 2, pp. 49-59, 2009.
  12. Santanu Phadikar and Jaya Sil, “Rice disease identification using pattern recognition techniques”, Proceedings Of 11th International Conference On Computer And Information Technology,25-27, 2008.
  13. Shen Weizheng, Wu,Yachun, Chen Zhanliang and Wei Hongda, “Grading method of leaf spot disease based on image processing”. Proceedings Of 2008 International Conference On Computer Science And Software Engineering, Volume 06,2008.
  14. Stephen Gang Wu, Forrest Sheng Bao, Eric You Xu, Yu – Xuan Wang and Yi – Fan Chang, “A leaf recognition algorithm for plantclassification using probabilistic neural network”, IEEE 7th International Symposium on Signal Processing and Information Technology,2007.
  15. Xu Pengyun and Li Jigang, “Computer assistance image processing spores counting”,International Asia Conference on Informatics in Control, Automation and Robotics, IEEE computer society, pp-203-206, 2009.
Index Terms

Computer Science
Information Sciences

Keywords

Leaf disease image processing k-means clustering segmentation soya bean leaf