Determination of the varieties and characteristics of wheat seeds grown in Turkey using image processing techniques

Ece Olcay Gunes*, Sercan Aygun, Murvet Kirci, Amir Kalateh, Yuksel Cakir

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

22 Citations (Scopus)

Abstract

Image processing has been applied to various process of agricultural industry in order to achieve fast and accurate operation. Applying image processing techniques to classify wheat seeds based on their varieties is also objective method in real time applications. Seed analysis and classification can provide additional knowledge in their production, seeds quality control and in impurities identification. Also, it is very important to confirm the variety of the wheat before planting. Because each variety needs its own condition for taking good yield. In this study, a method is proposed to identify the wheat varieties grown in Turkey by using image analysis techniques, with the motivation of developing a fully automatic grain type and variety identification system. The proposed method is based on texture analysis (Gray Level Co-occurence Matrix (GLCM) and Linear Binary Pattern (LBP) methods) and k-Nearest Neighbor type classifier.

Original languageEnglish
Title of host publication2014 The 3rd International Conference on Agro-Geoinformatics, Agro-Geoinformatics 2014
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781479941575
DOIs
Publication statusPublished - 25 Sept 2014
Event2014 3rd International Conference on Agro-Geoinformatics, Agro-Geoinformatics 2014 - Beijing, China
Duration: 11 Aug 201414 Aug 2014

Publication series

Name2014 The 3rd International Conference on Agro-Geoinformatics, Agro-Geoinformatics 2014

Conference

Conference2014 3rd International Conference on Agro-Geoinformatics, Agro-Geoinformatics 2014
Country/TerritoryChina
CityBeijing
Period11/08/1414/08/14

Bibliographical note

Publisher Copyright:
© 2014 IEEE.

Keywords

  • GLCM
  • image processing
  • k-nn classifier
  • LBP
  • texture analysis
  • wheat seed

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