- 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
- The application is deployed on https://image-enhance-yqa7.onrender.com
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