A novel transfer deep learning method for detection and classification of plant leaf disease

P Kaur, S Harnal, V Gautam, MP Singh… - Journal of Ambient …, 2023 - Springer
learning approach. To increase the accuracy in diagnosing different forms of tomato leaf
diseases, the deep learning-based model with transfer learning has been fine-tuned. The main …

Using deep transfer learning for image-based plant disease identification

J Chen, J Chen, D Zhang, Y Sun… - … and electronics in …, 2020 - Elsevier
… solving this task, where deep learning is becoming the preferred method due to the … transfer
learning of the deep convolutional neural networks for the identification of plant leaf diseases

A novel deep learning method for detection and classification of plant diseases

W Albattah, M Nawaz, A Javed, M Masood… - Complex & Intelligent …, 2022 - Springer
… -trained weights acquired from MS-COCO and performed transfer learning to fine-tune the
CenterNet on the PlantVillage dataset for plant leaf disease classification and classification. …

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

Z Jiang, Z Dong, W Jiang, Y Yang - Computers and Electronics in …, 2021 - Elsevier
… proposed in this article, three sets of comparative experiments of different deep learning
methods, different transfer learning methods, and different models were carried out. …

Detection of rice plant diseases based on deep transfer learning

J Chen, D Zhang, YA Nanehkaran… - Journal of the Science of …, 2020 - Wiley Online Library
… study the deep learning approach for solving the task since it has shown outstanding performance
in image processing and classification … Therefore, in this article, a novel deep learning …

[HTML][HTML] Transfer learning for multi-crop leaf disease image classification using convolutional neural network VGG

AS Paymode, VB Malode - Artificial Intelligence in Agriculture, 2022 - Elsevier
Deep Learning technology is a novel method that blends … various techniques for detecting
and classifying crop leaf disease. … that employs a variety of classifier techniques. There are two …

Using transfer learning-based plant disease classification and detection for sustainable agriculture

W Shafik, A Tufail, C De Silva Liyanage… - BMC Plant …, 2024 - Springer
… (SVM), Random Forest (RF), LR, and Naive Bayes (NB), that are often used in deep
learning methodologies to evaluate these pretrained CNNs networks. Table 7 illustrates the …

Zero-shot transfer learning framework for plant leaf disease classification

RSR Singh, RK Sanodiya - IEEE Access, 2023 - ieeexplore.ieee.org
… color of plant leaf images. Prior research has employed machine learning methods such as
… In this work, we introduce a novel framework called ‘ZeroShot Transfer Learning’ to address …

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

S Vallabhajosyula, V Sistla, VKK Kolli - Journal of Plant Diseases and …, 2022 - Springer
… pre-trained deep learning models, for the accurate diagnosis of different plant leaf diseases
in real … They presented a novel algorithm to show the qualitative, quantitative, and automatic …

Tomato leaf disease classification via compact convolutional neural networks with transfer learning and feature selection

O Attallah - Horticulturae, 2023 - mdpi.com
… proposes a novel efficient pipeline for tomato leaf disease classification based on … deep
learning models is presented to detect and diagnose these threatening tomato leaf diseases in …