Federated Learning CNN's in Agriculture: Unveiling Disease Severity Analysis of Java Plum Leaf's

S Vats, S Mehta, V Kukreja… - 2023 7th International …, 2023 - ieeexplore.ieee.org
The unique approach introduced in this research categorizes Java Plum Leaf illnesses into
five severity categories using an FL_CNN. The study tackles the primary difficulty of accurate …

Innovative Approaches to Java Plum Leaf Disease Identification: Federated Learning meets Convolutional Neural Networks

S Mehta, V Kukreja, S Vats - 2023 14th International …, 2023 - ieeexplore.ieee.org
The spread of plant diseases negatively impacts agricultural output considerably,
demanding quick, accurate, and reliable detection techniques. This paper presents a …

Agriculture Farming Evolution: Federated Learning CNNs in Combatting Watermelon Leaf Diseases

A Suryavanshi, S Mehta, A Gupta… - 2024 Asia Pacific …, 2024 - ieeexplore.ieee.org
This research paper proposes a unique method using the benefits of federated learning and
convolutional neural networks to find watermelon leaf diseases. In particular, the study …

Collaborative Intelligence in AgriTech: Federated Learning CNN for Bean Leaf Disease Classification

S Mehta, V Kukreja, A Gupta - 2023 World Conference on …, 2023 - ieeexplore.ieee.org
This study introduces a convolutional neural network (CNN) technique based on federated
learning to classify bean leaf diseases. The research allays data privacy by allowing users to …

Precision Phytopathology in Agriculture: A Federated Learning CNN Framework for Banana Leaf Disease Classification

AN Shukla, K Joshi, APS Yadav… - … on Reliability, Infocom …, 2024 - ieeexplore.ieee.org
The outbreak of several panicle and foliage diseases causes a major threat to agricultural
production and sustainability. This article introduces the disease categorization method for …

Severity Stratification of Brinjal Leaf Diseases: A Federated Learning CNNs Approach

V Sharma, V Kukreja, S Mehta… - … Conference on Smart …, 2023 - ieeexplore.ieee.org
A new method combining Federated Learning and Convolutional Neural Networks (CNNs)
is explored in this study for the precise identification of Brinjal leaf diseases in agricultural …

Agricultural Innovation: Unleashing Federated Learning CNNs on Coffee Leaf Disease Severity Analysis

V Jindal, V Kukreja, A Bhattacherjee… - 2023 International …, 2023 - ieeexplore.ieee.org
This study adopts a novel strategy using federated learning with a Convolutional Neural
Network (CNN) to identify and categorize Cucurbit leaf diseases. The research includes …

Transforming Okra Cultivation: A Study on Leaf Disease Using Federated Learning CNNs

V Jindal, V Kukreja, S Mehta, H Vaidya… - 2023 4th IEEE Global …, 2023 - ieeexplore.ieee.org
Convolutional neural networks (CNNs) with federated learning are used in this study paper's
innovative classification method for five different Okra leaf diseases. The research is being …

Innovative Severity Assessment of Almond Leaf Diseases using Federated Learning CNNs

V Sharma, V Kukreja, S Mehta… - … Conference on Smart …, 2023 - ieeexplore.ieee.org
The study details implementing a federated learning framework using a Convolutional
Neural Network (CNN) to assess the severity of almond leaf diseases across a group of six …

Brinjal Leaf Pathology: An Improved Disease Classification in a Federated Learning-CNN Approach

P Gaur, P Aggarwal, K Joshi, S Mehta… - … in Technology and …, 2024 - ieeexplore.ieee.org
A study about brinjal leaf disease diagnosis using federated learning using CNN is
presented here. Based on the data from four clients, we can identify four levels of severity for …