mselimata / neurohack_dl_gan

Neurohack project deep learning and GANs

"Oldify for Brains": what will your brain look like in 40 years?

Neurohackademy project: deep learing and GANs

What do these people have in common?

https://thispersondoesnotexist.com/

(Try this website, each time it will continue to generate new faces)

More technical information is here: https://www.lyrn.ai/2018/12/26/a-style-based-generator-architecture-for-generative-adversarial-networks/

STEP 1 – Generating “fake” old brains

STEP 2 – Estimate “brain age” of fake brains

... but how does it work?

Basic architecture of our Generative Adversarial Networks (GANs) (based on https://skymind.com/wiki/generative-adversarial-network-gan)

This repo was brought to you by the amazing Deep learning and GANs team of Neurohackademy 2019:
Alberto Lazari [[e-mail]]
Anna Truzzi [[e-mail]]
Bastian David [[e-mail]]
Benjamin Wade [[e-mail]]
Jeffrey Durieux [[e-mail]]
Meltem Atay [[e-mail]]
Suniyya Waraich [[e-mail]]

Original GAN Paper
@inproceedings{goodfellow2014generative,
  title={Generative adversarial nets},
  author={Goodfellow, Ian and Pouget-Abadie, Jean and Mirza, Mehdi and Xu, Bing and Warde-Farley, David and Ozair, Sherjil and Courville, Aaron and Bengio, Yoshua},
  booktitle={Advances in neural information processing systems},
  pages={2672--2680},
  year={2014}
}