Automated Plant Health Diagnosis using Deep CNN Models

Plant diseases pose a major threat to sustainable agriculture by decreasing yields and leading to considerable economic setbacks. Traditional detection methods are often manual, time- consuming, and reliant on expert evaluation, which limits their scalability. The model was trained and tested on a diverse dataset containing labeled images of both healthy and infected plant leaves. The findings suggest that real-time disease monitoring using deep learning has the potential to transform precision agriculture by providing efficient and scalable solutions for early disease detection.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-06-17
DOI
https://doi.org/10.5281/zenodo.15680501
Primary Topic
Connective tissue disorders research
Type
article
Field-Weighted Citation Impact
0.00
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article

Automated Plant Health Diagnosis using Deep CNN Models

Zenodo (CERN European Organization for Nuclear Research)
Connective tissue disorders research
article

Automated Plant Health Diagnosis using Deep CNN Models

article en

Abstract

Plant diseases pose a major threat to sustainable agriculture by decreasing yields and leading to considerable economic setbacks. Traditional detection methods are often manual, time- consuming, and reliant on expert evaluation, which limits their scalability. The model was trained and tested on a diverse dataset containing labeled images of both healthy and infected plant leaves. The findings suggest that real-time disease monitoring using deep learning has the potential to transform precision agriculture by providing efficient and scalable solutions for early disease detection.

Zenodo (CERN European Organization for Nuclear Research)
Zero hunger
Openalex Percentile: Top 52%
Connective tissue disorders research
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Automated Plant Health Diagnosis using Deep CNN Models · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS