Aloe Vera Leaf Diseases Pathology: Harnessing Federated Learning CNNs for Enhanced Detection

N Thapliyal, S Thapliyal, AN Singh… - … (Trends and Future …, 2024 - ieeexplore.ieee.org
This research paper proposes a novel technique that utilizes the federated learning
framework and convolutional neural networks (CNN) to identify aloe vera leaf diseases. The …

AI in Agriculture: A Federated Learning CNN Approach to Detecting Almond Leaf Disease

S Vats, MS Khanna, V Kukreja… - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
The proposes an original method of detecting and classifying almond leaf diseases with a
CNN-federated learning framework. Aside from the four severity levels of almond leaf …

Smart Farming: Integrated Federated Learning CNNs for Brinjal Leaf Disease Detection

A Suryavanshi, V Kukreja, P Srivastava… - … in Technology and …, 2024 - ieeexplore.ieee.org
This study looks into how Federated Learning (FL) and Convolutional Neural Networks
(CNN) can be used in new ways to find and classify five types of Brinjal leaf diseases. The …

IoT Enabled Smart Agriculture System for Detection and Classification of Tomato and Brinjal Plant Leaves Disease

RK Kasera, S Nath, B Das, A Kumar… - … Computing: Practice and …, 2025 - scpe.org
Abstract Internet of Things (IoT) assisted smart farming techniques are gradually being used
efficiently for identification and classification of vegetable plant diseases. Detection and …

Elevating Aloe Vera Leaf Disease Detection through Federated Learning CNNs

V Sharma, V Kukreja, S Mehta… - 2023 Fourth International …, 2023 - ieeexplore.ieee.org
This study explores the novel use of federated learning in conjunction with CNN for illness
classification in Aloe vera leaves. Five separate client-contributed classes of Aloe Vera leaf …

Almond Leaf Diagnostics: Federated Learning and CNN for Accurate Disease Prediction

V Sharma, V Kukreja, S Mehta… - 2023 Fourth International …, 2023 - ieeexplore.ieee.org
This study dives into the novel use of federated learning with convolutional neural networks
(CNN) for the diagnosis of illnesses in almond leaves. This paper examines five types of …