Conference Papers Year : 2022

Identification and Classification of Groundnut Leaf Disease Using Convolutional Neural Network

S. Maheswaran
  • Function : Author
  • PersonId : 1332815
N. Indhumathi
  • Function : Author
  • PersonId : 1332851
S. Dhanalakshmi
  • Function : Author
  • PersonId : 1332852
S. Nandita
  • Function : Author
  • PersonId : 1332853
I. Mohammed Shafiq
  • Function : Author
  • PersonId : 1332854
P. Rithka
  • Function : Author
  • PersonId : 1332855

Abstract

Groundnut is a major oilseed crop and food crop. In groundnut plant major diseases are occuring on the leaf part. The diseases of the leaf will greatly impact the quality and the production of the groundnut is also reduced. In order to reduce the diseases occurring and the problem happens due to the diseases, this paper uses Artificial Intelligence to identify the disease of groundnut leaves. This proposed model identifies the leaf diseases such as leaf spot, rust, groundnut bud necrosis, root rot and web blotch. In this model image processing and CNN are used along with the Artificial Intelligence. This proposed model was trained with large number of leaf diseased data sets collected from farms. The collected datasets are tested using CNN and the results of the dataset were evaluated. In this experiment than the traditional method Artificial Intelligence had a higher efficiency and accuracy. The accuracy of this model was as high as 96.50%. This research study can come up with an instance for the leaf disease identification of groundnut. The provided solution is a anecdote, scalable and accessible tool for the identification of disease and the management of diverse agricultural plants.
Fichier principal
Vignette du fichier
062-Groundnutleaf disease detection.pdf (5.15 Mo) Télécharger le fichier
Origin Files produced by the author(s)
licence

Dates and versions

hal-04381292 , version 1 (11-01-2024)

Licence

Identifiers

Cite

S. Maheswaran, N. Indhumathi, S. Dhanalakshmi, S. Nandita, I. Mohammed Shafiq, et al.. Identification and Classification of Groundnut Leaf Disease Using Convolutional Neural Network. 5th International Conference on Computational Intelligence in Data Science (ICCIDS), Mar 2022, Virtual, India. pp.251-270, ⟨10.1007/978-3-031-16364-7_19⟩. ⟨hal-04381292⟩
40 View
11 Download

Altmetric

Share

More