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Pilldex

Pilldex: A pill recognition REST API using Convolutional Neural Networks.

Getting Started

These instructions will get you a copy of the project up and running on your local machine for development and testing purposes. See deployment for notes on how to deploy the project on a live system.

Preview

Pilldex

/home/ruifgmonteiro/Desktop/example.png

Prerequisites

  • OpenCV
  • Keras
  • Python 3.6
  • Sqlite3
  • CUDA
  • Flask

Local Installation

Clone the repo

$ git clone https://github.com/ruifgmonteiro/pilldex.git

Install requirements

$ pip install -r requirements.txt

Make sure you have the following installed:

  • tensorflow
  • keras
  • flask
  • pillow
  • h5py
  • gevent
  • sqlite3

Run with Python

Python 2.7 or 3.5+ are supported and tested.

Train the network.

$ python train.py --dataset dataset --model pilldex.model --labelbin lb.pickle

Check training progress in Tensorboard.

$ tensorboard --logdir=logs/ --port=8101

Run the webapp.

$ python app.py

Deployment

Soon: Deploying webapp in Heroku.

Built With

  • OpenCV - Computer Vision Library
  • Flask - The web framework used
  • Keras - Python high level deep learning library
  • Tensorflow - An open source machine learning library for research and production.
  • Sqlite3 - Database engine

Authors

  • Rui Monteiro - Initial work - rfgm6

See also the list of contributors who participated in this project.

License

This project is licensed under the MIT License - see the LICENSE.md file for details

Acknowledgments

  • Adrian Rosebrock from PyImageSearch

More resources

pilldex's People

Contributors

ruifgmonteiro avatar

Watchers

James Cloos avatar

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