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DIFMI

Generative models experiments for generating a new Miguel (joabreu).

Setup

poetry install

Models

  • VAE with DNN-based Encoder/Decoder: src.models.vae.LinearModel
  • VAE with CNN-based Encoder/Decoder: src.models.vae.CNNModel

All experiments are available in Jupyter Notebook difmi.ipynb.

Notes

A single image was used for training, image augmentation using torchvision was performed to enhance results.

Results

CNN-based VAE

Linear-based VAE