Rice Leaf Diseases
Donated on 4/13/2019
There are three classes/diseases: Bacterial leaf blight, Brown spot, and Leaf smut, each having 40 images. The format of all images is jpg.
Dataset Characteristics
Multivariate
Subject Area
Computer Science
Associated Tasks
Classification
Feature Type
Integer
# Instances
120
# Features
-
Dataset Information
Additional Information
The dataset was created by manually separating infected leaves into different disease classes. We had consulted the farmers and had asked them to provide names of diseases for sample leaves. Farmers had provided names in their native languages (Gujarati) and we identiï¬ed and veriï¬ed English names of those diseases by consulting with experts of agriculture ï¬eld. This dataset was used for Detection and Classiï¬cation of Rice Plant Diseases. As part of the work, the following activities were carried out (1) How to extract various image features (2) which image processing operations can provide needed information (3) which image features can provide substantial input for classification. The survey work is available in IEEE conference paper: A Survey on Detection and Classification of Rice Plant Diseases, available at https://ieeexplore.ieee.org/document/7567333. A classification model was developed using SVM. The detailed information is available in the published journal article:Detection and classification of rice plant diseases, in Intelligent Decision Technologies, IOS Press, available at https://content.iospress.com/articles/intelligent-decision-technologies/idt301
Has Missing Values?
No
Introductory Paper
By H. Prajapati, Jitesh P. Shah, V. Dabhi. 2018
Published in International Journal of Intelligent Decision Technologies
Variable Information
Image Format: .jpg, The images were captured with a white background, in direct sunlight. The images were reduced to the desired resolution for processing.
Dataset Files
| File | Size |
|---|---|
| Leaf smut/DSC_0508.jpg | 2.1 MB |
| Bacterial leaf blight/DSC_0400.JPG | 643.4 KB |
| Bacterial leaf blight/DSC_0395.JPG | 538.1 KB |
| Bacterial leaf blight/DSC_0378.JPG | 524.6 KB |
| Bacterial leaf blight/DSC_0383.JPG | 515.4 KB |
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pip install ucimlrepo
from ucimlrepo import fetch_ucirepo # fetch dataset rice_leaf_diseases = fetch_ucirepo(id=486) # data (as pandas dataframes) X = rice_leaf_diseases.data.features y = rice_leaf_diseases.data.targets # metadata print(rice_leaf_diseases.metadata) # variable information print(rice_leaf_diseases.variables)
Shah, J., Prajapati, H., & Dabhi, V. (2017). Rice Leaf Diseases [Dataset]. UCI Machine Learning Repository. https://doi.org/10.24432/C5R013.
Creators
Jitesh Shah
Harshadkumar Prajapati
Vipul Dabhi
DOI
License
This dataset is licensed under a Creative Commons Attribution 4.0 International (CC BY 4.0) license.
This allows for the sharing and adaptation of the datasets for any purpose, provided that the appropriate credit is given.