[HTML][HTML] Agricultural data privacy and federated learning: A review of challenges and opportunities

R Dembani, I Karvelas, NA Akbar, S Rizou… - … and Electronics in …, 2025 - Elsevier
The rapid digitalization of agriculture has resulted in an unprecedented surge in data
collection, necessitating this way the privacy protection in innovative data analytics …

Emerging Paradigms: A Federated Learning CNN Approach for Tomato Leaf Disease Detection

V **dal, V Kukreja, S Mehta… - 2023 3rd Asian …, 2023 - ieeexplore.ieee.org
This study examines how a Convolutional Neural Network (CNN) model based on federated
learning may be used to categorize tomato leaf diseases. Four customers from each of the …

Evolving Agritech: Implementing Federated Learning & CNN for Parsley Leaf Disease Detection

V **dal, V Kukreja, S Mehta, R Yadav… - 2023 3rd Asian …, 2023 - ieeexplore.ieee.org
This study investigates a unique approach that combines federated learning with a
Convolutional Neural Network (CNN) to identify illnesses of the parsley leaf. It illustrates the …

Accelerating Lung Disease Diagnosis: The Role of Federated Learning and CNN in Multi-Institutional Collaboration

V **dal, V Kukreja, DP Singh, S Vats… - … on Intelligent Systems …, 2023 - ieeexplore.ieee.org
This research employs federated learning using Convolutional Neural Networks (CNN)
across multi-institutional datasets to classify the severity of lung disease. The project …

Agricultural AI: Integrating Federated Learning and CNN in Papaya Leaf Disease Detection

S Malhotra, A Garg, V Kukreja… - 2024 3rd International …, 2024 - ieeexplore.ieee.org
This study paper gives a new way to find and classify diseases in papaya leaves using
federated learning with convolutional neural networks (CNN). The research is about finding …

Agricultural Intelligence: Federated Learning CNN's Models for Jute Leaf Disease Analysis

K Rajput, A Garg, V Kukreja… - 2024 11th International …, 2024 - ieeexplore.ieee.org
The research study performs an experimental analysis of a federated learning system that
uses convolutional neural networks (CNNs) to detect and classify jute leaf diseases from …