JOURNAL ARTICLE

Tomato Leaf Disease Detection using Back Propagation Neural Network

Roopali GuptaToran Verma

Year: 2020 Journal:   International Journal of Innovative Technology and Exploring Engineering Vol: 9 (8)Pages: 529-538   Publisher: Blue Eyes Intelligence Engineering and Sciences Publication

Abstract

Most of the Indian economy rely on agriculture, so identifying any diseases crop in early stages is very crucial as these diseases in plants causes a large drop in the production and economy of the farmers and therefore, degradation of the crop which emphasize on the early detection of the plant disease. These days, detection of plant diseases has become a hot topic in the area of interest of the researchers. Farmers followed a traditional approach for identifying and detecting diseases in plants with naked eyes, which didn’t help much as the disease may have caused much damage to the plant. Tomato crop shares a huge portion of Indian cuisine and can be prone to various Air-Bourne and Soil-Bourne diseases. In this paper, we tried to automate the Tomato Plant Leaf disease detection by studying the various features of diseased and healthy leaves. The technique used is pattern recognition using Back-Propagation Neural network and comparing the results of this neural network on different features set. Several steps included are image acquisition, image pre-processing, features extraction, subset creation and BPNN classification.

Keywords:
Agriculture Crop Plant disease Artificial neural network Artificial intelligence Computer science Biotechnology Biology Agronomy Ecology

Metrics

10
Cited By
1.36
FWCI (Field Weighted Citation Impact)
0
Refs
0.87
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Smart Agriculture and AI
Life Sciences →  Agricultural and Biological Sciences →  Plant Science
Leaf Properties and Growth Measurement
Life Sciences →  Agricultural and Biological Sciences →  Plant Science
Spectroscopy and Chemometric Analyses
Physical Sciences →  Chemistry →  Analytical Chemistry
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