Review on convolutional neural network (CNN) applied to plant leaf disease classification

J Lu, L Tan, H Jiang - Agriculture, 2021 - mdpi.com
… the problems of traditional classification methods and … CNN networks pertinent to plant leaf
disease classification. We summarized DL principles involved in plant disease classification. …

Dense convolutional neural networks based multiclass plant disease detection and classification using leaf images

V Tiwari, RC Joshi, MK Dutta - Ecological Informatics, 2021 - Elsevier
… for the plant disease detection and classification from leave images captured in various
resolutions. Dense convolutional neural network architecture is trained on a large plant leaves …

Plant disease detection and classification using deep learning model

BR Pushpa, A Ashok, SH AV - … on inventive research in …, 2021 - ieeexplore.ieee.org
… to perform plant disease detection and identification, the … detecting and identifying crop leaf
disease using CNN based AlexNet model. This proposed model is compared with other CNN

[PDF][PDF] Plant Disease Diagnosis and Image Classification Using Deep Learning.

R Sharma, A Singh, NZ Jhanjhi… - … Materials & Continua, 2022 - cdn.techscience.cn
… , the CNN model is proposed for the classification of rice and potato plant leaf diseases.
Rice … This paper has proposed a CNN model for the identification of plant leaf diseases. The …

Plant disease detection and classification by deep learning—a review

L Li, S Zhang, B Wang - IEEE Access, 2021 - ieeexplore.ieee.org
… robustness of CNN classifiers for plant leaf disease recognition. Transfer … using CNN models
pre-trained on the ImageNet dataset and then retraining them for leaf disease recognition. …

[PDF][PDF] Plant disease classification using deep bilinear CNN

DS Rao, RB Ch, VS Kiran, N Rajasekhar… - Intell. Autom. Soft …, 2022 - it.griet.ac.in
plants are the leading factors for loss of crop production. The manual detection and identification
of the plant diseases require a careful and observative examination through expertise. …

Plant disease detection using deep convolutional neural network

JA Pandian, VD Kumar, O Geman, M Hnatiuc, M Arif… - Applied Sciences, 2022 - mdpi.com
… [12], the authors introduced the BIM, GAN and NST augmentation techniques for plant leaf
disease classification and compared the performance of each technique. The experimental …

Plant disease detection and classification using cnn model with optimized activation function

SY Yadhav, T Senthilkumar, S Jayanthy… - … on electronics and …, 2020 - ieeexplore.ieee.org
… various activation functions to train and classify the output. The design … crop disease with
greater accuracy and prevention of further damage done to the crops. The area of the disease

Plant leaf diseases detection and classification using image processing and deep learning techniques

MA Jasim, JM Al-Tuwaijari - 2020 International Conference on …, 2020 - ieeexplore.ieee.org
… to classify and detect plant leaf diseases using deep learning techniques. The used images
were obtained from (Plant … used the convolutional neural network (CNN), through which plant

Plant disease classification: A comparative evaluation of convolutional neural networks and deep learning optimizers

MH Saleem, J Potgieter, KM Arif - Plants, 2020 - mdpi.com
… by state-of-the-art DL optimizers through a comparative study. In this regard… plant disease
classification in two steps. In the first step, the performance of 18 convolutional neural networks