Convolutional Neural Networks in Detection of Plant Leaf Diseases: A Review

Apple leaf disease recognition method with improved residual network

(2022) Helong Yu et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Deep transfer modeling for classification of Maize Plant Leaf Disease

(2022) Rajeev Kumar Singh et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Mango leaf disease identification and classification using a CNN architecture optimized by crossover-based levy flight distribution algorithm

(2022) M. Prabu et al.   NEURAL COMPUTING & APPLICATIONS

Beans Leaf Diseases Classification Using MobileNet Models

(2022) Elhoucine Elfatimi et al.   IEEE Access

Classification of Rice Diseases using Convolutional Neural Network Models

(2022) Rajesh Yakkundimath et al.   Journal of The Institution of Engineers (India): Series B

Fungi affected fruit leaf disease classification using deep CNN architecture

(2022) Sukanya S. Gaikwad et al.   International Journal of Information Technology (Singapore)

Deep Learning model of sequential image classifier for crop disease detection in plantain tree cultivation

(2022) M. Nandhini et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Lightweight dense-scale network (LDSNet) for corn leaf disease identification

(2022) Weihui Zeng et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Improved cross entropy loss for noisy labels in vision leaf disease classification

(2022) Yipeng Chen et al.   IET Image Processing

Early detection and identification of grape diseases using convolutional neural networks

(2022) RajinderKumar M. Math et al.   Journal of Plant Diseases and Protection

Enhancing the performance of transferred efficientnet models in leaf image-based plant disease classification

(2022) Bui Thi Hanh et al.   Journal of Plant Diseases and Protection

Deep CNN model for crops’ diseases detection using leaf images

(2022) Yashwant Kurmi et al.   MULTIDIMENSIONAL SYSTEMS AND SIGNAL PROCESSING

Mobile convolution neural network for the recognition of potato leaf disease images

(2022) Weirong Chen et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Deep convolutional neural network based disease identification in grapevine leaf images

(2022) Reva Nagi et al.   MULTIMEDIA TOOLS AND APPLICATIONS

An efficient densely connected convolutional neural network for identification of plant diseases

(2022) G. Yogeswararao et al.   MULTIMEDIA TOOLS AND APPLICATIONS

On fine-tuning deep learning models using transfer learning and hyper-parameters optimization for disease identification in maize leaves

(2022) Malliga Subramanian et al.   NEURAL COMPUTING & APPLICATIONS

A Five Convolutional Layer Deep Convolutional Neural Network for Plant Leaf Disease Detection

(2022) J. Arun Pandian et al.   Electronics

Explainable Deep Learning Study for Leaf Disease Classification

(2022) Kaihua Wei et al.   Agronomy-Basel

Practical cucumber leaf disease recognition using improved Swin Transformer and small sample size

(2022) Fengyi Wang et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

GrapeGAN: Unsupervised image enhancement for improved grape leaf disease recognition

(2022) Haibin Jin et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Detection and classification of chilli leaf disease using a squeeze-and-excitation-based CNN model

(2022) B. Nageswararao Naik et al.   Ecological Informatics

VGG-ICNN: A Lightweight CNN model for crop disease identification

(2022) Poornima Singh Thakur et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Leaf species and disease classification using multiscale parallel deep CNN architecture

(2022) Newlin Shebiah Russel et al.   NEURAL COMPUTING & APPLICATIONS

Meta-Heuristic Based Deep Learning Model for Leaf Diseases Detection

(2022) J. Anitha Ruth et al.   NEURAL PROCESSING LETTERS

A deep learning based approach for automated plant disease classification using vision transformer

(2022) Yasamin Borhani et al.   Scientific Reports

Evaluation of Diverse Convolutional Neural Networks and Training Strategies for Wheat Leaf Disease Identification with Field-Acquired Photographs

(2022) Jiale Jiang et al.   Remote Sensing

HLNet Model and Application in Crop Leaf Diseases Identification

(2022) Yanlei Xu et al.   Sustainability

Plant Disease Detection Using Deep Convolutional Neural Network

(2022) J. Arun Pandian et al.   Applied Sciences-Basel

Transformer Help CNN See Better: A Lightweight Hybrid Apple Disease Identification Model Based on Transformers

(2022) Xiaopeng Li et al.   Agriculture-Basel

Meta Deep Learn Leaf Disease Identification Model for Cotton Crop

(2022) Muhammad Suleman Memon et al.   Computers

A robust deep attention dense convolutional neural network for plant leaf disease identification and classification from smart phone captured real world images

(2022) Akshay Pandey et al.   Ecological Informatics

Identification of disease using deep learning and evaluation of bacteriosis in peach leaf

(2021) Saumya Yadav et al.   Ecological Informatics

A deep learning approach for RGB image-based powdery mildew disease detection on strawberry leaves

(2021) Jaemyung Shin et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Detecting soybean leaf disease from synthetic image using multi-feature fusion faster R-CNN

(2021) Keke Zhang et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Transfer learning-based deep ensemble neural network for plant leaf disease detection

(2021) Sasikala Vallabhajosyula et al.   Journal of Plant Diseases and Protection

Plant diseases recognition on images using convolutional neural networks: A systematic review

(2021) André Abade et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Recognition of rice leaf diseases and wheat leaf diseases based on multi-task deep transfer learning

(2021) Zhencun Jiang et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A Survey of Deep Convolutional Neural Networks Applied for Prediction of Plant Leaf Diseases

(2021) Vijaypal Singh Dhaka et al.   SENSORS

Real-time detection and identification of plant leaf diseases using convolutional neural networks on an embedded platform

(2021) Ruchi Gajjar et al.   VISUAL COMPUTER

Identification of Plant-Leaf Diseases Using CNN and Transfer-Learning Approach

(2021) Sk Mahmudul Hassan et al.   Electronics

Review on Convolutional Neural Network (CNN) Applied to Plant Leaf Disease Classification

(2021) Jinzhu Lu et al.   Agriculture-Basel

Attention deep learning‐based large‐scale learning classifier for Cassava leaf disease classification

(2021) Vinayakumar Ravi et al.   EXPERT SYSTEMS

Crossover-based wind-driven optimized convolutional neural network model for tomato leaf disease classification

(2021) V. Thanammal Indu et al.   Journal of Plant Diseases and Protection

Crop leaf disease grade identification based on an improved convolutional neural network

(2020) Tao Fang et al.   JOURNAL OF ELECTRONIC IMAGING

Disease Classification in Eggplant Using Pre-trained VGG16 and MSVM

(2020) Aravind Krishnaswamy Rangarajan et al.   Scientific Reports

SoyNet: Soybean leaf diseases classification

(2020) Aditya Karlekar et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Grape Leaf Disease Identification Using Improved Deep Convolutional Neural Networks

(2020) Bin Liu et al.   Frontiers in Plant Science

Optimizing Pretrained Convolutional Neural Networks for Tomato Leaf Disease Detection

(2020) Iftikhar Ahmad et al.   COMPLEXITY

AdaBoost-CNN: An adaptive boosting algorithm for convolutional neural networks to classify multi-class imbalanced datasets using transfer learning

(2020) Aboozar Taherkhani et al.   NEUROCOMPUTING

Disease Detection in Plum Using Convolutional Neural Network under True Field Conditions

(2020) Jamil Ahmad et al.   SENSORS

Transfer Learning-Based Search Model for Hot Pepper Diseases and Pests

(2020) Helin Yin et al.   Agriculture-Basel

Plant leaf disease classification using EfficientNet deep learning model

(2020) Ümit Atila et al.   Ecological Informatics

A State-of-the-Art Survey on Deep Learning Theory and Architectures

(2019) Md Zahangir Alom et al.   Electronics

Visual Tea Leaf Disease Recognition Using a Convolutional Neural Network Model

(2019) Jing Chen et al.   Symmetry-Basel

Rice Blast Disease Recognition Using a Deep Convolutional Neural Network

(2019) Wan-jie Liang et al.   Scientific Reports

Plant disease identification from individual lesions and spots using deep learning

(2019) Jayme Garcia Arnal Barbedo   BIOSYSTEMS ENGINEERING

A watershed segmentation algorithm based on an optimal marker for bubble size measurement

(2019) Hu Zhang et al.   MEASUREMENT

Identification of plant leaf diseases using a nine-layer deep convolutional neural network

(2019) Geetharamani G. et al.   COMPUTERS & ELECTRICAL ENGINEERING

Deep neural networks with transfer learning in millet crop images

(2019) Solemane Coulibaly et al.   COMPUTERS IN INDUSTRY

Depthwise separable convolution architectures for plant disease classification

(2019) Kamal KC et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

An optimized model based on convolutional neural networks and orthogonal learning particle swarm optimization algorithm for plant diseases diagnosis

(2019) Ashraf Darwish et al.   Swarm and Evolutionary Computation

Factors influencing the use of deep learning for plant disease recognition

(2018) Jayme G.A. Barbedo   BIOSYSTEMS ENGINEERING

Deep learning in agriculture: A survey

(2018) Andreas Kamilaris et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Deep convolutional neural networks for mobile capture device-based crop disease classification in the wild

(2018) Artzai Picon et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Deep learning models for plant disease detection and diagnosis

(2018) Konstantinos P. Ferentinos   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Is the current state of the art of weed monitoring suitable for site-specific weed management in arable crops?

(2018) C Fernández-Quintanilla et al.   WEED RESEARCH

Deep convolutional neural network for classifying Fusarium wilt of radish from unmanned aerial vehicles

(2017) Jin Gwan Ha et al.   Journal of Applied Remote Sensing

Identification of rice diseases using deep convolutional neural networks

(2017) Yang Lu et al.   NEUROCOMPUTING

Automated Identification of Northern Leaf Blight-Infected Maize Plants from Field Imagery Using Deep Learning

(2017) Chad DeChant et al.   PHYTOPATHOLOGY

Deep Learning for Image-Based Cassava Disease Detection

(2017) Amanda Ramcharan et al.   Frontiers in Plant Science

X-FIDO: An Effective Application for Detecting Olive Quick Decline Syndrome with Deep Learning and Data Fusion

(2017) Albert C. Cruz et al.   Frontiers in Plant Science

Identification of Apple Leaf Diseases Based on Deep Convolutional Neural Networks

(2017) Bin Liu et al.   Symmetry-Basel

Automatic Image-Based Plant Disease Severity Estimation Using Deep Learning

(2017) Guan Wang et al.   Computational Intelligence and Neuroscience

Plant species classification using deep convolutional neural network

(2016) Mads Dyrmann et al.   BIOSYSTEMS ENGINEERING

A review on the main challenges in automatic plant disease identification based on visible range images

(2016) Jayme Garcia Arnal Barbedo   BIOSYSTEMS ENGINEERING

Using Deep Learning for Image-Based Plant Disease Detection

(2016) Sharada P. Mohanty et al.   Frontiers in Plant Science

Deep Neural Networks Based Recognition of Plant Diseases by Leaf Image Classification

(2016) Srdjan Sladojevic et al.   Computational Intelligence and Neuroscience

Deep learning

(2015) Yann LeCun et al.   NATURE

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Convolutional Neural Networks for Speech Recognition

(2014) Ossama Abdel-Hamid et al.   IEEE-ACM Transactions on Audio Speech and Language Processing

Precision Agriculture and Food Security

(2010) R. Gebbers et al.   SCIENCE

Plant Disease Diagnostic Capabilities and Networks

(2009) Sally A. Miller et al.   Annual Review of Phytopathology