https://github.com/darkmatter18/underwater-image-enhancement

A Deep Learning CycleGAN Based application, that can enhance the underwater images.
https://github.com/darkmatter18/underwater-image-enhancement

cyclegan deep-learning deep-neural-networks enhancement gan pytorch underwater-images

Last synced: 13 days ago
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A Deep Learning CycleGAN Based application, that can enhance the underwater images.

• Host: GitHub
• URL: https://github.com/darkmatter18/underwater-image-enhancement
• Owner: darkmatter18
• Created: 2020-09-25T08:09:01.000Z (about 4 years ago)
• Default Branch: master
• Last Pushed: 2023-12-15T08:49:47.000Z (11 months ago)
• Last Synced: 2024-10-05T02:22:22.442Z (about 1 month ago)
• Topics: cyclegan, deep-learning, deep-neural-networks, enhancement, gan, pytorch, underwater-images
• Language: Jupyter Notebook
• Homepage:
• Size: 10.3 MB
• Stars: 7
• Watchers: 4
• Forks: 2
• Open Issues: 2
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
Underwater Image Enhancement




    A Deep Learning CycleGAN Based application, that can enhance the underwater images.





    Collaboratively with 

        

            @dotslash21 

        

        and

        

            @pranjalb21

        

    





    

        

            Unpublished Research Paper (PDF)

        

    



## CycleGan Model

![CycleGan Arch](Latex/model-diagram.png)

## Model Architecture

### 1. Generator

![Generator Diagram](Latex/generator.jpg)

### 2. Discriminator

![Discriminator](Latex/Discriminator.jpg)