GeniusAI

Single Image Super Resolution Model

An CNN Model used for enhancing the resolution on images.

• Features
• Installation
• References

Features

• Enhance a single image resolution 4x
• Load websites faster by loading low res images and using model to enhance

Installation

Our Model requires Python to run

Download the dependencies with:

python setup.py

To run our program open the terminal use:

python run.py --lr_path <path> --hr_path <path> --save_path <path>

Parameter	Description
--lr_path	Path where the low-res images are stored
--hr_path	Path where the high-res images are stored
--save_path	Path where the results are stored

EDSR

Architecture

EDSR Results

Our model

Architecture

Out model Results

Our model + denoiser

Architecture

Our model + denoiser Results

Refereces

• https://arxiv.org/pdf/1707.02921.pdf
• https://arxiv.org/pdf/1907.12904v2.pdf
• https://github.com/krasserm/super-resolution