https://github.com/blurred-machine/generate-synthetic-images-with-dcgans-in-keras

In this project, I have built a DCGAN based synthetic image generator and a discriminator on the fashion-MNIST dataset. Generated synthetic images using DCGAN and tried to fool the discriminator
https://github.com/blurred-machine/generate-synthetic-images-with-dcgans-in-keras

dcgan-tensorflow deeplearning discriminator gan generator image-processing jupyter-notebook project python

Last synced: 20 days ago
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In this project, I have built a DCGAN based synthetic image generator and a discriminator on the fashion-MNIST dataset. Generated synthetic images using DCGAN and tried to fool the discriminator

• Host: GitHub
• URL: https://github.com/blurred-machine/generate-synthetic-images-with-dcgans-in-keras
• Owner: blurred-machine
• Created: 2020-06-01T03:15:49.000Z (over 4 years ago)
• Default Branch: master
• Last Pushed: 2020-06-02T17:28:53.000Z (over 4 years ago)
• Last Synced: 2024-11-11T07:35:12.863Z (3 months ago)
• Topics: dcgan-tensorflow, deeplearning, discriminator, gan, generator, image-processing, jupyter-notebook, project, python
• Language: Jupyter Notebook
• Homepage:
• Size: 2.48 MB
• Stars: 1
• Watchers: 1
• Forks: 2
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Generate-Synthetic-Images-with-DCGANs-in-Keras

In this project, I have built a DCGAN based synthetic image generator and a discriminator on the fashion-MNIST dataset. Generated synthetic images using DCGAN and tried to fool the discriminator

## Implementation:

- DCGAN based genetated imges over 12 epocs 

 ![mainGIF](https://github.com/blurred-machine/Generate-Synthetic-Images-with-DCGANs-in-Keras/blob/master/dcgan_anim.gif)

- DCGAN implementation understanding digram

 ![dcgan](https://github.com/blurred-machine/Generate-Synthetic-Images-with-DCGANs-in-Keras/blob/master/dcgan.png)