DEVELOPMENT OF AI BASED MODEL FOR PLANT DISEASE DETECTION
Abstract & Details
Research Area
Computer Engineering
Keywords
ResNet50
Image classification
Web Application
Image processing techniques
Abstract
This project provides an innovative method for detecting plant diseases that leverages the power of ReactJS for the front-end interface and Flask for the back-end, backed up by a powerful deep learning model based on ResNet architecture. Our dataset collection contains over 20,600 high-resolution photos of diverse plant types and illnesses. Pretrained on this massive dataset, the deep learning model employs the cutting-edge ResNet architecture to achieve precise and reliable plant disease categorization across a wide range of plant kinds. This method is a vital tool for farmers, agricultural specialists, and researchers, allowing for speedy and precise plant disease identification, resulting in increased crop output and global food security. We also made a web application for the above AI model which will expect an image and detect it against diseases and provides result with coordinates, confidence, etc. The web application is mainly made with React js and Flask, which will be a very good addition to the user experience. In summary, we are creating a plant disease detection application using ReactJS, Flask, and deep learning model (ResNet50) to achieve precise and reliable plant disease categorization.
License
This work is licensed under a Creative
Commons
Attribution-ShareAlike 4.0 International License.
Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | NARAIN KARTHIK V | BANNARI AMMAN INSTITUTE OF TECHNOLOGY |
| 2 | PAUL DANIEL J | BANNARI AMMAN INSTITUTE OF TECHNOLOGY |
| 3 | Dr. Rajasekar L | BANNARI AMMAN INSTITUTE OF TECHNOLOGY |
How to Cite
Use the following formats to cite this article in your research.
APA Style
V, NARAIN KARTHIK, J, PAUL DANIEL, & L, Dr. Rajasekar (2023). DEVELOPMENT OF AI BASED MODEL FOR PLANT DISEASE DETECTION. International Journal of Advance Research and Innovative Ideas In Education, 9(5), 2133-2139.
MLA Style
V, NARAIN KARTHIK, et al. "DEVELOPMENT OF AI BASED MODEL FOR PLANT DISEASE DETECTION." International Journal of Advance Research and Innovative Ideas In Education, vol. 9, no. 5, 2023, pp. 2133-2139.
IEEE Style
NARAIN KARTHIK V, PAUL DANIEL J, and Dr. Rajasekar L, "DEVELOPMENT OF AI BASED MODEL FOR PLANT DISEASE DETECTION," International Journal of Advance Research and Innovative Ideas In Education, vol. 9, no. 5, pp. 2133-2139, 2023.
Vancouver Style
V NARAIN KARTHIK, J PAUL DANIEL, L Dr. Rajasekar. DEVELOPMENT OF AI BASED MODEL FOR PLANT DISEASE DETECTION. International Journal of Advance Research and Innovative Ideas In Education. 2023;9(5):2133-2139.
Harvard Style
V, NARAIN KARTHIK, J, PAUL DANIEL, & L, Dr. Rajasekar (2023) 'DEVELOPMENT OF AI BASED MODEL FOR PLANT DISEASE DETECTION', International Journal of Advance Research and Innovative Ideas In Education, 9(5), pp. 2133-2139.
Chicago Style
V, NARAIN KARTHIK, PAUL DANIEL J, and Dr. Rajasekar L. "DEVELOPMENT OF AI BASED MODEL FOR PLANT DISEASE DETECTION." International Journal of Advance Research and Innovative Ideas In Education 9, no. 5 (2023): 2133-2139.
Turabian Style
V, NARAIN KARTHIK, PAUL DANIEL J, and Dr. Rajasekar L. "DEVELOPMENT OF AI BASED MODEL FOR PLANT DISEASE DETECTION." International Journal of Advance Research and Innovative Ideas In Education 9, no. 5 (2023): 2133-2139.
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