Harnessing deep learning for medicinal plant research: a comprehensive study

In today’s world, people are more prone to diseases due to food adulteration and pollution in the environment, and people have found a way of using herbal medicine as an alternative to allopathic medicine, especially since coronavirus disease 2019 (COVID-19). Medicinal plants are the source of herbal medicines that increase the immunity of humans. Medicinal plants are used in many applications, like pharmaceuticals, cosmetics, and drugs. Medicinal plants are of great importance, and hence this work presents a review of the medicinal plants grown in Karnataka State, India. The work also highlights species identification and disease detection of medicinal plants employing machine learning and deep learning approaches. The paper provides information about datasets available for various medicinal plant leaf images. The deep learning models used for species identification and disease detection in medicinal plants have been discussed along with the results.

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Publication Details

Journal
International Journal of Power Electronics and Drive Systems/International Journal of Electrical and Computer Engineering
Published
2024-11-18
DOI
https://doi.org/10.11591/ijece.v15i1.pp908-920
Citations
3
Primary Topic
Biological and pharmacological studies of plants
Type
article
Field-Weighted Citation Impact
1.34
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article

Harnessing deep learning for medicinal plant research: a comprehensive study

Vidya H. A, D. K. Thara, NR Rao
3 citations
International Journal of Power Electronics and Drive Systems/International Journal of Electrical and Computer Engineering
Biological and pharmacological studies of plants
1.34
article

Harnessing deep learning for medicinal plant research: a comprehensive study

Vidya H. A, D. K. Thara, NR Rao
article en
3 citations

Abstract

In today’s world, people are more prone to diseases due to food adulteration and pollution in the environment, and people have found a way of using herbal medicine as an alternative to allopathic medicine, especially since coronavirus disease 2019 (COVID-19). Medicinal plants are the source of herbal medicines that increase the immunity of humans. Medicinal plants are used in many applications, like pharmaceuticals, cosmetics, and drugs. Medicinal plants are of great importance, and hence this work presents a review of the medicinal plants grown in Karnataka State, India. The work also highlights species identification and disease detection of medicinal plants employing machine learning and deep learning approaches. The paper provides information about datasets available for various medicinal plant leaf images. The deep learning models used for species identification and disease detection in medicinal plants have been discussed along with the results.

International Journal of Power Electronics and Drive Systems/International Journal of Electrical and Computer EngineeringVol. 15(1)
China University of Technology (TW), Institut Teknologi Garut
Openalex Percentile: Top 18%
Biological and pharmacological studies of plants
1.34
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