/Plant_Disease_Detection

Plant Disease Detector Web Application

Primary LanguageJupyter NotebookGNU General Public License v3.0GPL-3.0

Plant Disease Detector



Created by Shubham Kumar



My Article in TowardsDataScience

Training and evaluating state-of-the-art deep architectures for plant disease classification task using pyTorch.
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.

Configuration

Model Library Training Platform Accuracy
Resnet34 Fastai Google Cloud Platform 99.654%

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'

Buy Me A Coffee