GrapeGAN: Unsupervised image enhancement for improved grape leaf disease recognition
H Jin, Y Li, J Qi, J Feng, D Tian, W Mu - Computers and Electronics in …, 2022 - Elsevier
Grape leaf disease seriously affects the yield and quality of grapes. Limited by actual
conditions, collecting a large number of grape disease images is time-consuming and labor …
conditions, collecting a large number of grape disease images is time-consuming and labor …
Multi-channel capsule network ensemble for plant disease detection
M Peker - SN Applied Sciences, 2021 - Springer
This study presents a new deep learning approach based on capsule networks and
ensemble learning for the detection of plant diseases. The developed method is called as …
ensemble learning for the detection of plant diseases. The developed method is called as …
Plant disease detection and management using deep learning approach
Plant diseases impede the average growth of plants and are one of the main reasons
behind the decline in production, leading to economic loss. Early detection of the diseases …
behind the decline in production, leading to economic loss. Early detection of the diseases …
Identification of monocotyledons and dicotyledons leaves diseases with limited multi-category data by few-shot learning
In order to achieve good identification performance, the existing identification method of crop
diseases based on deep learning needs considerable annotated images to train. However …
diseases based on deep learning needs considerable annotated images to train. However …
Unveiling Robust Feature Spaces: Image vs. Embedding-Oriented Approaches for Plant Disease Identification
Deep learning models, such as Convolutional Neural Networks (CNNs), possess the ability
to learn robust features that enable effective plant disease classification. However, these …
to learn robust features that enable effective plant disease classification. However, these …
Hybrid Leaf Generative Adversarial Networks Scheme for Classification of Tomato Leaves—Early Blight Disease Healthy
SS Padmanabhuni, P Gera… - Advancement of Deep …, 2023 - taylorfrancis.com
Even though India is a developing country, many countries worldwide depend on India for
food because agriculture is the backbone of India. Nevertheless, farmers cannot receive …
food because agriculture is the backbone of India. Nevertheless, farmers cannot receive …
Plant Disease Detection with Learning-Based Models
V Chillal, SV Budihal, SV Siddamal - International Conference on ICT for …, 2023 - Springer
In this paper we try to assess and evaluate the accuracy of these models' performances. The
VGG19 model is a 19-layer deep neural network that extracts information from input images …
VGG19 model is a 19-layer deep neural network that extracts information from input images …