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CSCI-4622 Final Project

Team Name: A Cool Name

Group Members: Connor Thompson, Soroush Khadem, Greg Lund, Chris Beggs


Downloading Weights:

To download all of the weights in the correct directory, from the main directory of this repo run the following

bash scripts/download_models.sh

To download weights for an individual model, from the main directory run the following:

bash scripts/single_download.sh <model_name>

model_name can be any of the following:

  • pix2pix_dogs
  • pix2pix_pizza
  • pix2pix_trees
  • pix2pix_apples
  • cyclegan_pizza
  • cyclegan_trees
  • cyclegan_quickdraw_trees
  • cyclegan_apples

Important Dates:

December 7th: Final Presentation
December 9th: Final report due

Relevant Links:

Original paper: Image-to-Image Translation with Conditional Adversarial Networks

Tensorflow demo: https://www.tensorflow.org/tutorials/generative/pix2pix

Interactive demo: https://affinelayer.com/pixsrv/

UMich DL Course Slides: https://web.eecs.umich.edu/~justincj/slides/eecs498/498_FA2019_lecture20.pdf

GAN Tutorial(Goodfellow): NIPS 2016 Tutorial: Generative Adversarial Networks

Tips and Tricks to make GANs work: https://github.com/soumith/ganhacks

More stable GAN objective function: Wasserstein GAN and Improved training of Wasserstein GAN

Related latent space paper: Interpreting the Latent Space of GANs for Semantic Face Editing

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