International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Most Trusted Research Journal Since Year 2012

ISSN: 2319-7064

Research Paper | Computer Science and Engineering | India | Volume 2 Issue 8, August 2013

Classification of Wheat Grains Using Machine Algorithms

Meesha Punn, Nidhi Bhalla

India is the second largest producer of wheat in the world after China. Specifying the quality of wheat manually requires an expert judgment and is time consuming. To overcome this problem, machine algorithms can be used to classify wheat according to its quality. In this paper we have done wheat classification by using two machine learning algorithms, that is, Support Vector Machine (OVR) and Neural Network (LM). For classification, images of wheat grain are captured using digital camera and thresholding is performed. Following this step, features of wheat are extracted from these images and machine learning algorithms are implemented. The accuracy of Support Vector Machine is 86.8 % and of Neural network is 94.5 %. Results show that Neural Network (LM) is better than Support Vector Machine (OVR).

Keywords: Classification, Computer Vision System, Image Processing, Grading, Quality, SVM, Wheat

Edition: Volume 2 Issue 8, August 2013

Pages: 363 - 366


How to Cite this Article?

Meesha Punn, Nidhi Bhalla, "Classification of Wheat Grains Using Machine Algorithms", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=12013118, Volume 2 Issue 8, August 2013, 363 - 366

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