JOURNAL ARTICLE

Leaf Disease Detection using Convolutional Neural Network

Shriya OmarRachna JainVikram Bali

Year: 2022 Journal:   2022 International Conference on Machine Learning, Big Data, Cloud and Parallel Computing (COM-IT-CON) Pages: 53-56

Abstract

The growth of a country is based upon the agricultural as well as its industrial development. In India, the two most commonly used vegetables are tomato and potato. In this article, there is detection of disease in the leaves of the plant so that it is beneficial to both farmers as well as its allied sectors. The importance of leaf disease detection is to ascertain the disease type on the leaves of the plant so that appropriate measures can be taken accordingly. In this, there is the implementation of convolutional neural network to perform this study and get more accurate results. Crop loss can be reduced by diagnosing and controlling plant disease. But early changes are not so much obvious, it fails the farmer to detect it. Too late detection leads our hard work into futile as it cannot be further prevented and cause plant loss which in turn decreases food security. The automated systems provide assistance by speeding up the convergence rate and decreasing the training time. It also promotes the final classification accuracy.

Keywords:
Convolutional neural network Computer science Plant disease Agriculture Food security Disease Convergence (economics) Agricultural engineering Machine learning Artificial intelligence Crop Artificial neural network Agronomy Biotechnology Engineering Biology Medicine

Metrics

8
Cited By
2.09
FWCI (Field Weighted Citation Impact)
15
Refs
0.85
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
Greenhouse Technology and Climate Control
Life Sciences →  Agricultural and Biological Sciences →  Plant Science

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