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image-super-resolution's Introduction

Increasing Image Resolution

Overview

  • Presenting a web application that leverage deep learning to increase the resolution of images.
  • The deep learning model is an U-Net trained over this dataset of dogs and cats with a Perceptual Loss.
  • The implementation method of U-Net is described in this notebook of FASTAI.
  • The web structure is build using this repository of anurag
  • The HTML templates are taken from this work of anagar20

Demonstration

low resolution / high resolution


Getting started

To run the application on a local computer, download or clone this repository.

cd Image-Super-Resolution-master
pip install -r requirements 
python app/server.py serve

image-super-resolution's People

Contributors

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