Deep Learning-Based Framework for Real-Time Detection and Classification of Lemon Plant Leaf Diseases

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Auteurs principaux: Soomro, Muhammad Faizan, Sohair, Muhammad Subhan, Qasim, Syed Zaffar, Saleem, Muhammad Sohaib, Nasir, Shehryar
Format: Recurso digital
Publié: Zenodo 2026
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author Soomro, Muhammad Faizan
Sohair, Muhammad Subhan
Qasim, Syed Zaffar
Saleem, Muhammad Sohaib
Nasir, Shehryar
author_facet Soomro, Muhammad Faizan
Sohair, Muhammad Subhan
Qasim, Syed Zaffar
Saleem, Muhammad Sohaib
Nasir, Shehryar
contents Deep Learning-Based Framework for Real-Time Detection and Classification of Lemon Plant Leaf Diseases is an AI-powered system designed to detect lemon leaf diseases using a hybrid deep learning pipeline combining One-Class SVM and MobileNetV2. The system integrates a mobile application, backend API, AI inference service, and a large language model based treatment recommendation module to assist farmers in diagnosing plant diseases and receiving actionable treatment guidance in real time.
format Recurso digital
id zenodo_https___doi_org_10_5281_zenodo_18981111
institution Zenodo
language
publishDate 2026
publisher Zenodo
record_format zenodo
spellingShingle Deep Learning-Based Framework for Real-Time Detection and Classification of Lemon Plant Leaf Diseases
Soomro, Muhammad Faizan
Sohair, Muhammad Subhan
Qasim, Syed Zaffar
Saleem, Muhammad Sohaib
Nasir, Shehryar
plant disease detection
computer vision
deep learning
MobileNetV2
OC-SVM
precision agriculture
mobile AI
plant health monitoring
Deep Learning-Based Framework for Real-Time Detection and Classification of Lemon Plant Leaf Diseases is an AI-powered system designed to detect lemon leaf diseases using a hybrid deep learning pipeline combining One-Class SVM and MobileNetV2. The system integrates a mobile application, backend API, AI inference service, and a large language model based treatment recommendation module to assist farmers in diagnosing plant diseases and receiving actionable treatment guidance in real time.
title Deep Learning-Based Framework for Real-Time Detection and Classification of Lemon Plant Leaf Diseases
topic plant disease detection
computer vision
deep learning
MobileNetV2
OC-SVM
precision agriculture
mobile AI
plant health monitoring
url https://doi.org/10.5281/zenodo.18981111