Deep learning models for plant disease detection and diagnosis

KP Ferentinos - Computers and electronics in agriculture, 2018 - Elsevier
… were developed to perform plant disease detection and diagnosis using simple leaves
images of healthy and diseased plants, through deep learning methodologies. Training of the …

Use of deep learning for disease detection and diagnosis

S Mishra, A Dash, L Jena - Bio-inspired neurocomputing, 2021 - Springer
… in the deep learning field which can … detection and diagnosis of several types of diseases.
Our chapter deals with exploring deep learning usage in efficient diagnosis of certain disease

[HTML][HTML] Plant disease detection and classification by deep learning

MH Saleem, J Potgieter, KM Arif - Plants, 2019 - mdpi.com
… Many Machine Learning (ML) models have been employed for the detection and classification
of plant diseases but, after the advancements in a subset of ML, that is, Deep Learning (DL…

Plant disease detection and classification by deep learning—a review

L Li, S Zhang, B Wang - IEEE Access, 2021 - ieeexplore.ieee.org
… of deep learning technology in the field of crop leaf disease … for the detection of plant leaf
disease using deep learning and … who study the detection of plant diseases and insect pests. At …

Performance of deep learning vs machine learning in plant leaf disease detection

R Sujatha, JM Chatterjee, NZ Jhanjhi… - Microprocessors and …, 2021 - Elsevier
… of plant disease detection various machine learning (ML) as well as deep learning (DL) …
(SGD)) & DL (Inception-v3, VGG-16, VGG-19) in terms of citrus plant disease detection. The …

[HTML][HTML] Using deep learning for image-based plant disease detection

SP Mohanty, DP Hughes, M Salathé - Frontiers in plant science, 2016 - frontiersin.org
… feasibility using a deep learning approach utilizing 54,306 images of 14 crop species with
26 diseases (or healthy) … An example of each crop—disease pair can be seen in Figure 1. …

Systematic review of deep learning techniques in plant disease detection

M Nagaraju, P Chawla - … journal of system assurance engineering and …, 2020 - Springer
… from the evaluation of various existing deep learning models and finally mentioned the future
… research to learn larger capabilities of deep learning while detecting plant diseases by …

[HTML][HTML] Automatic and reliable leaf disease detection using deep learning techniques

MEH Chowdhury, T Rahman, A Khandakar, MA Ayari… - AgriEngineering, 2021 - mdpi.com
diseases and also overcome the shortcomings of continuous human monitoring. In this work,
we propose the use of a deep learning … to classify tomato diseases. The performance of two …

[PDF][PDF] Plant disease detection using deep learning

M Chohan, A Khan, R Chohan, SH Katpar… - … Journal of Recent …, 2020 - researchgate.net
… Identification of these disease timely and curing them is essential to prevent … a deep learning
based model named plant disease detector. The model is able to detect several diseases

[HTML][HTML] Deep learning for image-based cassava disease detection

A Ramcharan, K Baranowski, P McCloskey… - Frontiers in plant …, 2017 - frontiersin.org
… This study therefore shows that transfer learning applied to the Inception v3 deep learning
model offers a promising avenue for in-field disease detection using convolutional neural …