Deep Neural Networks Based Recognition of Plant Diseases by Leaf Image Classification
Joint Authors
Anderla, Andras
Culibrk, Dubravko
Sladojevic, Srdjan
Arsenovic, Marko
Stefanovic, Darko
Source
Computational Intelligence and Neuroscience
Issue
Vol. 2016, Issue 2016 (31 Dec. 2015), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2016-06-22
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Abstract EN
The latest generation of convolutional neural networks (CNNs) has achieved impressive results in the field of image classification.
This paper is concerned with a new approach to the development of plant disease recognition model, based on leaf image classification, by the use of deep convolutional networks.
Novel way of training and the methodology used facilitate a quick and easy system implementation in practice.
The developed model is able to recognize 13 different types of plant diseases out of healthy leaves, with the ability to distinguish plant leaves from their surroundings.
According to our knowledge, this method for plant disease recognition has been proposed for the first time.
All essential steps required for implementing this disease recognition model are fully described throughout the paper, starting from gathering images in order to create a database, assessed by agricultural experts.
Caffe, a deep learning framework developed by Berkley Vision and Learning Centre, was used to perform the deep CNN training.
The experimental results on the developed model achieved precision between 91% and 98%, for separate class tests, on average 96.3%.
American Psychological Association (APA)
Sladojevic, Srdjan& Arsenovic, Marko& Anderla, Andras& Culibrk, Dubravko& Stefanovic, Darko. 2016. Deep Neural Networks Based Recognition of Plant Diseases by Leaf Image Classification. Computational Intelligence and Neuroscience،Vol. 2016, no. 2016, pp.1-11.
https://search.emarefa.net/detail/BIM-1099652
Modern Language Association (MLA)
Sladojevic, Srdjan…[et al.]. Deep Neural Networks Based Recognition of Plant Diseases by Leaf Image Classification. Computational Intelligence and Neuroscience Vol. 2016, no. 2016 (2015), pp.1-11.
https://search.emarefa.net/detail/BIM-1099652
American Medical Association (AMA)
Sladojevic, Srdjan& Arsenovic, Marko& Anderla, Andras& Culibrk, Dubravko& Stefanovic, Darko. Deep Neural Networks Based Recognition of Plant Diseases by Leaf Image Classification. Computational Intelligence and Neuroscience. 2016. Vol. 2016, no. 2016, pp.1-11.
https://search.emarefa.net/detail/BIM-1099652
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1099652