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crop-recommendation-and-plant-disease-detection's Introduction

Saathi

An AI powered agriculture utility platform

Features

  • Plant disease detection(Detects upto 33 classes)
  • Crop recommendation based on soil quality and environmental factors
  • Information about different crops

Tech Stack

ML/DL: Tensorflow, Keras, Scikit

Web: Flask, Bootstrap

Installation

There are 2 parts in this project

ML/DL

In the models directory there are two folders 'recommender-models' & 'cnn'. Recommender-models has all the models related to crop recommendation system and cnn folder contains all the notebooks and models related to plant disease classification.

Web

  python3 -m venv venv
  cd Saathi/webapp
  pip3 install -r requirements.txt
  python3 setup.py

Results

Crop Recommendation

Algorithm Accuracy Precision Recall F1-Score
Logistic Regression 94.54 0.95 0.95 0.94
Decision Tree 97.72 0.98 0.98 0.98
SVM 9.09 0.59 0.09 0.11
Multilayer Perceptron 95.22 0.96 0.95 0.95
Random Forest 99.31 0.99 0.99 0.99

Plant Disease Detection

Architectures Training Accuracy Testing Accuracy Validation Accuracy
VGG16 92.18 91.33 91.78
ResNet50 96.02 95.41 95.53
EfficientNetV2 96.06 95.53 95.83

crop-recommendation-and-plant-disease-detection's People

Contributors

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crop-recommendation-and-plant-disease-detection's Issues

no requirement file in the repo

it is better to provide the requirements.txt file so that the learner will know the exact version in which the project is working.

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