NeerajSirvisetti/Plant_Disease_Detection

Plant Disease Detector Web Application

Plant Disease Detector

_{Created by Shubham Kumar and other contributors}

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Visit: Plant-Disease-Detector

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.

Local Set-Up

Docker:

Make Sure the Docker is installed in your local Machine. Click Here to know that how to install Docker

• Mac:

  $ git clone https://github.com/imskr/Plant_Disease_Detection.git
  $ cd Plant_Disease_Detection
  $ docker build -t fastai-v3 .
  $ docker run --rm -it -p 5000:5000 fastai-v3

  Go to http://localhost:5000/ to test your app.
• Windows & Linux:
  1. docker build -t fastai-v3 . && docker run --rm -it -p 5000:5000 fastai-v3
     
  2. Go to http://localhost:5000/ to test your app.

Server Set-Up (For Training):

GCP - Intermediate
Gradient - Easy
AWS EC2 - Advanced

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'

Citation

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