Open Access Open Access  Restricted Access Subscription or Fee Access

Leaf Disease Classification Using Artificial Neural Networks and Decision Tree Classifier

sivakami sundari

Abstract


Most of the population in India depends on agriculture production. Diseases on plant cause a significant loss of nation’s economy. The Loss can be reduced by identifying the disease at the earlier stage. Leaves are the main indicator of diseases in a plant. Hence efficient automatic leaf disease identification system is the need for the current scenario. As it detects the diseases on leaf immediately after they appear, it prevents the heavy loss due to quality and quantity reduction of the crops. The proposed method consists of color transformation, masking of green pixels using thresholding, segmentation, texture feature extraction using gray level    co-occurrence matrix GLCM and classification. For classification, artificial neural network and decision tree as classifiers.


Full Text:

PDF

References


Anand.H.Kulkarni, Ashwin Patil R. K. Applying image processing technique to detect plant diseases. IJMER. 2012; 2(5): 3661-4p

Arti N. Rathod, Bhavesh Tanawal, Vatsal Shah. Image processing techniques for detection of leaf disease. IJARCSSE. 2013; 3(11): 397-9p

Piyush Chaudhary, Anand K. Chaudhari ,Dr. A. N. Cheeran, et al. Color transform based approach for disease spot detection on plant leaf, IJCST. 2012; 3(6): 65-70p

Smita Naikwadi, Niket Amoda. Advances in image processing for detection of plant diseases. IJAIEM. 2013; 2(11): 168-75p

Arivazhagan.S, Newlin Shebiah.R ,Ananthi.S. Detection of unhealthy region of plant leaves and classification of plant leaf diseases using texture features, CIGR. 2013; 15(1); 211-17p

Savita N. Ghaiwat, Parul Arora. Detection and classification of plant leaf diseases using image processing techniques: a review. IJRAET. 2014; 2(3): 1-7p

Aing-yun Dai, Chun-ping Zhang, Hao Wu. Research of Decision Tree Classification Algorithm in Data Mining. IJDTA.2016; 9(6): 1-8p

Dharam Singh, Naveen Choudhary. Jully Samota. Analysis of Data mining classification using Decision tree technique. GJCST-C. 2013; 13(13): 1-6p


Refbacks

  • There are currently no refbacks.