Article

LeafGenEx-A Novel Method for Generating Healthy and Diseased Wheat Leaf Images using CycleGAN

2024-06-12

Abstract excerpt

<title>Abstract</title> <p>LeafGenEx, an innovative approach to wheat leaf disease detection, uses data augmentation, deep learning, and explainable AI to improve disease detection accuracy. The procedure starts with preprocessing methods, such as image flipping, rotation, and cropping, to extend the original dataset. Segmentation is eventually carried out utilising a pre-trained ResNet network and GradCAM, allow...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 81449beb-e6f2-5dbb-8fe9-45a04c7bc82f
DOI: 10.21203/rs.3.rs-4467039/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

LeafGenEx-A Novel Method for Generating Healthy and Diseased Wheat Leaf Images using CycleGANDOI 10.21203/rs.3.rs-4467039/v1Read

Apple leaf disease identification via improved CycleGAN and Convolutional Neural NetworkSemantic proximity Read

Wheat Leaf Disease classification using modified ResNet50 Convolutional Neural Network modelSemantic proximity Read

An Efficient Depthwise Multiscale Feature Learning Convolutional Network for Plant Leaf Disease Classification in AgricultureSemantic proximity Read

Lightweight Grape Leaf Disease Recognition Method Based on Transformer FrameworkSemantic proximity Read

A Novel Multi Class Real World Fruit and Leaf Disease Image Dataset for Crop Health AnalysisSemantic proximity Read

Double Transfer Learning-Based Capsule Network for Multi-Crop Plant Disease Classification Using Heterogeneous Leaf Image DatasetsSemantic proximity Read

Efficient Attention-Based Hybrid Deep Learning Architecture for Multi-Crop Plant Disease RecognitionSemantic proximity Read

Deep learning-based disease detection in peanut cultivars utilizing transfer learningSemantic proximity Read

Prediction of tomato leaf disease using deep learning approachSemantic proximity Read

Towards Intelligent Disease Phenotyping in Peach: A Deep Feature Extraction Framework for Leaf Disease Detection Under Real Field ConditionsSemantic proximity Read

Plant Leaf Disease Detection Using Deep Learning: A Multi-Dataset ApproachSemantic proximity Read

GuavaVision AI: An Explainable Deep Learning Framework for Automated Classification, Lesion Localization, and Segmentation of Guava DiseasesSemantic proximity Read