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Autoencoding Beyond Pixels Using a Learned Similarity Metric (A Keras Implementation)

EE 298 Deep Learning Project Jethro Racelis | Roxanne Avinante May 28, 2018

Implementation of the method described in Arxiv paper using Keras.

Authors: Anders Boesen Lindbo Larsen, Søren Kaae Sønderby, Hugo Larochelle, Ole Winther

Implementation and Sample Results

Presentation Slides: https://bit.ly/2xq09XI

Dataset

http://mmlab.ie.cuhk.edu.hk/projects/CelebA.html 202,599 number of face images

Usage

  • Training the model

python3 vaegan.py

  • Generating images

python3 vaegan_use_trained_model.py

Note: Results can be further improve if the model will be trained using GPU

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