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Analysis and Characterization of Plant Diseases using Transfer Learning

Publication Type : Conference Proceedings

Publisher : IEEE

Source : 2020 International Conference on Communication and Signal Processing (ICCSP)

Url :

Campus : Amritapuri

School : School of Computing

Center : Computer Vision and Robotics

Year : 2020

Abstract : Infrastructural defects to determine the sicknesses of the crop utilized within the agricultural quarter improvising special standards and solutions. The diagnosis of the different scenario and cause for diseases had been let to indulge in the current mobile technology suitable for the controlling of the disease using wireless scenario or switches. Our paper imparts on the current existing design technique as SVM, providing the mathematical and functional aspects of the design ensuring to improve the locating diseases using test and train scenarios. The setup for the SVM model is also taken in account for considerations of the different data sets of the images related different crops noting to provide the correct information of the problem scenario. These problems might exist due to natural or man-made for each set of the disease observed and identified. Hence recognition of the diseases would suffice the design criteria ensuring different parametric criteria for each level of training and test set provided. To ensure the novel and more accurate scenario different set of data set have been in consideration for different test and train images providing higher and reliable accuracy for the proposed model as part of CNN applying as Transfer learning. Different scenarios of the plant disease image have been considered as data set of 15617 images under restricted cases improvising a train model on CNN with transfer learning. The accuracy observed from the design model is observed 98.56% on the considered test vectors providing required feasibility. These designs also provide a better and convenient solutions for the people utilizing the current technologies.

Cite this Research Publication : S. Bhimavarapu and P. J. Vinitha, "Analysis and Characterization of Plant Diseases using Transfer Learning," 2020 International Conference on Communication and Signal Processing (ICCSP), Chennai, India, 2020, pp. 1293-1296, doi: 10.1109/ICCSP48568.2020.9182451.

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