DocumentCode
1829124
Title
An image recognition system for crop disease identification of paddy fields in Sri Lanka
Author
Anthonys, G. ; Wickramarachchi, N.
Author_Institution
Dept. of Electr. & Comput. Eng., Open Univ. of Sri Lanka, Nawala, Sri Lanka
fYear
2009
fDate
28-31 Dec. 2009
Firstpage
403
Lastpage
407
Abstract
The classification and recognition of paddy diseases are of the major technical and economical importance in the agricultural industry. To automate these activities, like texture, color and shape, disease recognition system is feasible. The goal of this research is to develop an image recognition system that can recognize paddy diseases. Images were acquired under laboratory condition using digital camera. Three major diseases commonly found in Sri Lanka, Rice blast (Magnaporthe grisea), Rice sheath blight (Rhizoctonia solani) and Brown spot (Cochiobolus miyabeanus) were selected for this research. Image processing starts with the digitized a color image of paddy disease leaf. Then a method of mathematics morphology is used to segment these images. Then texture, shape and color features of color image of disease spot on leaf were extracted, and a classification method of membership function was used to discriminate between the three types of diseases. The analysis of the results showed over 70 percent classification accuracy around 50 sample images.
Keywords
agricultural engineering; crops; feature extraction; image colour analysis; image recognition; image segmentation; image texture; production engineering computing; Sri Lanka; agricultural industry; brown spot; color image; crop disease identification; digital camera; disease spot; image recognition system; image segmentation; image shape; image texture; mathematics morphology; membership function; paddy diseases; paddy fields; rice blast; rice sheath blight; Color; Crops; Digital cameras; Diseases; Image processing; Image recognition; Industrial economics; Laboratories; Mathematics; Shape; CIE L*a*b* color space; Color texture; Mathematics morphology; Membership function;
fLanguage
English
Publisher
ieee
Conference_Titel
Industrial and Information Systems (ICIIS), 2009 International Conference on
Conference_Location
Sri Lanka
Print_ISBN
978-1-4244-4836-4
Electronic_ISBN
978-1-4244-4837-1
Type
conf
DOI
10.1109/ICIINFS.2009.5429828
Filename
5429828
Link To Document