IEEE

Comprehensive Study of Plant Leaf Disease Detection and Classification using Deep Learning Approach

Abstract: Plant leaf diseases pose a major challenge in the agricultural field, leading to poor crop performance and impacting food safety. Timely identification and accurate classification of ...
IEEE

Plant Disease Detection and Classification using Convolutional Neural Network

Abstract: In this work designs and implements an intelligent AI-powered plant disease detection and classification system through Convolutional Neural Network. This study builds on a key limitation in ...
IEEE

Plant Disease Detection Using Optimised Cnn Models for Resource Constrained Environment

Abstract: Agricultural productivity is helpless against various diseases that result in significant losses in terms of resources. These losses rise rapidly in isolated locations with limited resources ...
Frontiers

Identification of tobacco leaf diseases using hyperspectral imaging and machine learning with SHAP interpretability analysis

1 College of Agronomy, Sichuan Agricultural University, Chengdu, China 2 Yibin Municipal Company of Sichuan Provincial Tobacco Corporation, Yibin, China Tobacco leaf diseases significantly affect ...
Frontiers

CNNAttLSTM: an attention-enhanced CNN–LSTM architecture for high-precision jackfruit leaf disease classification

Introduction: Jackfruit cultivation is highly affected by leaf diseases that reduce yield, fruit quality, and farmer income. Early diagnosis remains challenging due to the limitations of manual ...
GitHub

plant-health-analysis

A Flask backend for plant disease detection using pre-trained Keras models (best_custom_cnn_model.h5, plant_disease_resnet50_model.h5) with an image preprocessing pipeline (preprocess.py) and app.py ...
IEEE

Advanced Disease Classification of Rutabaga plant using CNN-SVM: Enhancing Early Detection and Precision Agriculture

Abstract: This study introduces an exhaustive classification system for the detection of rutabaga plant diseases is presented in this research. Clubroot, Powdery Mildew, Downy Mildew, ...
IEEE

Capsicum Plant Advanced Disease Detection Using CNN-SVM Fusion for Precision Crop Protection

Abstract: With the use of a combination of cutting-edge deep learning techniques, such as artificial neural networks, convolutional neural networks, and support vector machines, a unique method for ...
EurekAlert!

PlantIF: Revolutionizing plant disease diagnosis with multimodal learning for precision agriculture

The PlantIF framework consists of image and text feature extractors, semantic space encoders, and a multimodal feature fusion module. Image and text feature extractors are used to present visual and ...