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cameronfabbri
182 Stars 75 Forks 266 Commits 8 Opened issues

Description

Using GANs to correct color distortion in underwater images.

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Underwater GAN (UGAN)

[Project Page] [arxiv] [Video]

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 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

CycleGAN Comparison

result2

Other videos in consideration:

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

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

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