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Deep Neural Networks Based Recognition of Plant Diseases by Leaf Image Classification
المؤلفون المشاركون
Anderla, Andras
Culibrk, Dubravko
Sladojevic, Srdjan
Arsenovic, Marko
Stefanovic, Darko
المصدر
Computational Intelligence and Neuroscience
العدد
المجلد 2016، العدد 2016 (31 ديسمبر/كانون الأول 2015)، ص ص. 1-11، 11ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2016-06-22
دولة النشر
مصر
عدد الصفحات
11
التخصصات الرئيسية
الملخص 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%.
نمط استشهاد جمعية علماء النفس الأمريكية (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
نمط استشهاد الجمعية الأمريكية للغات الحديثة (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
نمط استشهاد الجمعية الطبية الأمريكية (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
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1099652
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
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تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر
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