reviewPlantsOct 31, 2019GOLD OA

Plant Disease Detection and Classification by Deep Learning

Massey University

PubMed
Indexed incrossrefdoajpubmed

Abstract

Plant diseases affect the growth of their respective species, therefore their early identification is very important. Many Machine Learning (ML) models have been employed for the detection and classification of plant diseases but, after the advancements in a subset of ML, that is, Deep Learning (DL), this area of research appears to have great potential in terms of increased accuracy. Many developed/modified DL architectures are implemented along with several visualization techniques to detect and classify the symptoms of plant diseases. Moreover, several performance metrics are used for the evaluation of these architectures/techniques. This review provides a comprehensive explanation of DL models used to…

Citation impact

829
total citations
FWCI
73.88
Percentile
100%
References
119
Citations per year

Authors

3

Topics & keywords

Keywords
  • Artificial intelligence
  • Computer science
  • Deep learning
  • Machine learning
  • Transparency (behavior)
  • Identification (biology)
  • Visualization
  • Plant disease
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