Crop Disease Detection using Machine Learning: Indian Agriculture
Abstract & Details
Research Area
Computer Engineering
Keywords
Wheat Disease
Cotton Disease
Machine Learning Technique
Remote Sensing data
Canny’s edge detection algorithm
Abstract
Plant diseases are generally caused by pest, insects, pathogens and decrease the productivity to large scale if not controlled within time. Agriculturists are facing lose due to various crop diseases. It becomes tedious to the cultivators to monitor the crops regularly when the cultivated area is huge that is in acres. The proposed system provides the solution for regularly monitoring the cultivated area and provides the automated disease detection using remote sensing images. The proposed system intimates the agriculturist about the crop diseases to take further actions. The purpose of the proposed system is to detect diseases early, as soon as they start to spread to the outer layers of the leaves. The proposed system works in two stages: the first step involves training data set. This includes training on both healthy and as well as diseased data sets. The second step involves crop observation and disease detection using Canny’s edge detection algorithm.
License
This work is licensed under a Creative
Commons
Attribution-ShareAlike 4.0 International License.
Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Sidhant Nautiyal | IHMS Kotdwar, Uttarakhand |
| 2 | Ajay Singh | Bhagwant Institute Technology, Muzaffarnagar, Uttar Pradesh,India |
| 3 | Ashish Sharma | IHMS Kotdwar, Uttarakhand |
How to Cite
Use the following formats to cite this article in your research.
APA Style
Nautiyal, Sidhant, Singh, Ajay, & Sharma, Ashish (2023). Crop Disease Detection using Machine Learning: Indian Agriculture. International Journal of Advance Research and Innovative Ideas In Education, 9(2), 3104-3109.
MLA Style
Nautiyal, Sidhant, et al. "Crop Disease Detection using Machine Learning: Indian Agriculture." International Journal of Advance Research and Innovative Ideas In Education, vol. 9, no. 2, 2023, pp. 3104-3109.
IEEE Style
Sidhant Nautiyal, Ajay Singh, and Ashish Sharma, "Crop Disease Detection using Machine Learning: Indian Agriculture," International Journal of Advance Research and Innovative Ideas In Education, vol. 9, no. 2, pp. 3104-3109, 2023.
Vancouver Style
Nautiyal Sidhant, Singh Ajay, Sharma Ashish. Crop Disease Detection using Machine Learning: Indian Agriculture. International Journal of Advance Research and Innovative Ideas In Education. 2023;9(2):3104-3109.
Harvard Style
Nautiyal, Sidhant, Singh, Ajay, & Sharma, Ashish (2023) 'Crop Disease Detection using Machine Learning: Indian Agriculture', International Journal of Advance Research and Innovative Ideas In Education, 9(2), pp. 3104-3109.
Chicago Style
Nautiyal, Sidhant, Ajay Singh, and Ashish Sharma. "Crop Disease Detection using Machine Learning: Indian Agriculture." International Journal of Advance Research and Innovative Ideas In Education 9, no. 2 (2023): 3104-3109.
Turabian Style
Nautiyal, Sidhant, Ajay Singh, and Ashish Sharma. "Crop Disease Detection using Machine Learning: Indian Agriculture." International Journal of Advance Research and Innovative Ideas In Education 9, no. 2 (2023): 3104-3109.
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