crop-disease-detector's Introduction

Crop Disease Detection

Training

Trained resnet-50 for plant disease finegrained classification task using fastai.
Models are trained on the preprocessed dataset which can be downloaded here.
Dataset is consisted of 38 disease classes from PlantVillage dataset and 1 background class from Stanford's open dataset of background images - DAGS.
80% of the dataset is used for training and 20% for validation.

Demo WebApp

Citation:
When using any part of this repo, please cite: Plant Village Dataset Paper

Dataset Description:

Name	No of Classes	Class Names
Apple	04	'Apple___Apple_scab','Apple___Black_rot','Apple___Cedar_apple_rust','Apple___healthy'
Blueberry	01	'Blueberry___healthy'
Cherry	02	'Cherry_(including_sour)Powdery_mildew', 'Cherry(including_sour)_healthy'
Corn	04	'Corn___Cercospora_leaf_spot', 'Corn___Common_rust','Corn___Northern_Leaf_Blight','Corn___healthy'
Grape	04	'Grape___Black_rot','Grape___Esca_(Black_Measles)','Leaf_blight_(Isariopsis_Leaf_Spot)','Grape___healthy'
Orange	01	'Orange___Haunglongbing_(Citrus_greening)'
Peach	02	'Peach___Bacterial_spot','Peach___healthy'
Pepper	02	'Pepper,_bell___Bacterial_spot','Pepper,_bell___healthy'
Potato	03	'Potato___Early_blight','Potato___Late_blight','Potato___healthy'
Raspberry	01	'Raspberry___healthy'
Soyabean	01	'Soybean___healthy'
Squash	01	'Squash___Powdery_mildew'
Strawberry	02	'Strawberry___Leaf_scorch','Strawberry___healthy'
Tomato	10	Tomato: 'Bacterial_spot','Early_blight', 'Late_blight', 'Leaf_Mold', 'Septoria_leaf_spot', 'Spider_mites','Target_Spot', 'Yellow_Leaf_Curl_Virus', 'Mosaic_virus', 'Healthy'

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