# Underwater-Color-Correction

**Repository Path**: jason_way/Underwater-Color-Correction

## Basic Information

- **Project Name**: Underwater-Color-Correction
- **Description**: Using GANs to correct color distortion in underwater images.
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2021-05-13
- **Last Updated**: 2021-05-13

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# Underwater GAN (UGAN)

### [[Project Page]](http://irvlab.cs.umn.edu/enhancing-underwater-imagery-using-generative-adversarial-networks) [[arxiv]](https://arxiv.org/pdf/1801.04011.pdf) [[Video]](https://www.youtube.com/watch?v=tgTHleu9L0U)

Color correction for underwater vision. This project uses CycleGAN to perform style transfer on "clean" underwater
photos to appear to be underwater.

We used [this video from Youtube](https://www.youtube.com/watch?v=QmRFmhILd5o) as our distorted domain, and
hand picked images from Imagenet for our "clean" domain. CycleGAN was used to distort clean images to provide
us a dataset.


## Results
![result1](https://i.imgur.com/V8PYG3g.png)

## CycleGAN Comparison
![result2](https://i.imgur.com/5WAjX7X.png)

Other videos in consideration:

https://www.youtube.com/watch?v=OSdrb1XNXZI

https://www.youtube.com/watch?v=ALN6y2PLCq0