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Transfer-learning using StyleGAN2-ADA. Final Dissertation Project for Birkbeck University.

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Poke-GAN

⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⣠⣶⡀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀ ⠀⠀⠀⠀⠀⢀⣦⣤⣄⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⣼⣿⣿⣧⠀⠀⠀⠀⢀⣼⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀ ⠀⠀⠀⠀⠀⢸⣿⣿⡿⠓⢄⡀⠀⠀⠀⠀⠀⠀⡸⠁⠀⠀⠈⡆⠀⠀⠀⣾⣿⠷⣦⣤⣄⡀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⢀⣀⣀⡀⠀⠀⠀⠀⠀ ⠀⠀⠀⠀⠀⠀⣿⠃⠀⠀⠀⠙⢄⠀⠀⠀⠀⠀⡇⠀⠀⠀⠀⢸⠀⠀⠀⠈⢻⣿⠟⠛⠀⠈⢣⠀⠀⠀⠀⠀⠀⠀⢀⠔⠁⠀⠀⠀⠀⣿⡆⠀⠀ ⠀⠀⠀⠀⠀⠀⠘⡀⠀⠀⠀⠀⠸⠓⠒⠒⠒⠒⠃⠬⠢⠄⡀⢸⠀⠀⠀⠀⢸⡀⠀⠀⠀⣸⠬⠇⠒⠒⠒⠒⠒⠲⠧⠀⠀⠀⢀⣠⣶⠻⢺⡀⠀ ⠀⠀⠀⠀⠀⠀⠀⠱⡀⢠⠎⠁⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠙⢧⠀⠀⠀⠀⢸⠈⢒⡤⠀⠁⠀⠀⠀⠀⠀⠀⠀⠀⠀⠐⢖⠉⠀⡿⣷⣤⣤⣷⡀ ⠀⠀⠀⠀⠀⠀⠀⢀⢿⠃⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⢇⠀⠀⠀⠀⢣⠎⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⢆⣼⠀⠀⠉⠙⠛⠛ ⠀⠀⠀⠀⠀⠀⠀⡎⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠘⡄⠀⠀⠀⡞⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠘⡄⠀⠀⠀⠀⠀ ⠀⠀⠀⢀⡴⠒⢲⠀⠀⠀⠀⠀⢀⣤⣄⠀⠀⠀⠀⠀⠀⢀⣤⣄⠀⢧⠀⠀⠀⠁⠀⣠⣶⣄⠀⠀⠀⠀⠀⠀⠀⢀⣤⣀⠀⠀⠀⢱⠀⠀⠀⠀⠀ ⠀⣀⢀⣾⠀⠀⢸⢀⠀⠀⠀⠀⠋⠁⠈⠛⠀⠀⠀⠀⠀⠈⠀⢈⠂⢸⠀⠀⢸⠀⢰⣿⣿⣿⡄⠀⠀⠀⠀⠀⠀⣿⣿⣿⣦⠀⠀⢸⠀⠀⠀⠀⠀ ⡜⡗⠀⠀⠀⠀⠀⡆⡀⠀⣄⠀⢠⠇⠀⠀⠀⠓⠚⠓⠂⠀⠀⠸⣄⣸⠀⠀⢸⢰⢂⣿⠟⠋⠀⢠⣀⣀⣀⡀⣀⠙⠿⢿⣃⣦⠀⣎⣀⡀⠀⠀⠀ ⠙⣄⢀⠀⠀⠀⠀⠘⢟⢄⠈⠀⠉⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⡰⠃⠀⠀⠀⢻⣿⠟⠀⠀⠀⠀⠉⠁⠀⠉⠁⠀⠀⢸⠿⢯⣿⣿⣿⣿⣆⠀⠀ ⠀⠈⠳⣄⢄⡀⠀⠀⠈⠻⢽⠢⠤⠀⠀⠀⠀⠀⠀⠀⢀⣦⡔⠋⠀⠀⠀⠀⠀⠀⠈⠒⠤⣀⠀⠀⠀⠀⠀⠀⠀⠀⠀⢀⠔⣿⣿⣿⣿⣿⣿⠀⠀ ⠀⠀⠀⠈⠑⠢⣄⡀⠀⠀⣾⡔⠋⠀⠀⠀⠀⠠⣄⣴⣾⣿⣿⣯⣱⣤⣤⣧⠀⠀⠀⠀⠀⡜⠀⠀⠀⠀⠀⠀⠀⠈⠳⡸⣀⣿⣿⣿⣿⠟⠉⠀⠀ ⠀⠀⠀⠀⠀⠀⢨⠃⠀⣼⡏⠀⠀⠀⠀⠤⠀⢀⣀⣨⣿⣿⣿⣷⣿⣼⣿⣿⣷⡄⠀⠀⡼⠀⠀⣴⠀⠀⠀⠀⣴⠀⠀⠁⢻⣿⣿⣿⠀⠀⠀⠀⠀ ⠀⠀⠀⠀⠀⠀⡎⠀⣼⠁⠀⠀⠐⠒⢦⣀⣀⠀⠀⠙⠿⣿⡿⡿⠋⠈⠉⠻⣿⣿⣄⣰⠁⠀⠿⠛⠀⠀⠀⠀⠙⠷⠆⡀⠀⠹⣿⠛⠀⠀⠀⠀⠀ ⠀⠀⠀⠀⠀⠀⠓⢼⣿⡀⠀⠀⠀⢀⠞⣙⣻⠀⠀⠀⢀⡞⠀⠸⠲⢯⡆⠀⠙⢿⣯⣁⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⡠⠃⠂⠀⢀⡼⠃⠀⠀⠀⠀ ⠀⠀⠀⠀⠀⠀⠀⠀⠉⠳⣄⠀⠀⢀⣾⡕⠁⠀⠀⠀⢈⡀⣤⣒⡿⠊⠀⠀⠀⠀⠀⠛⠳⢴⣶⣦⡀⠀⢀⣤⣄⡊⣠⣤⣀⠞⠁⠀⠀⠀⠀⠀⠀ ⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⠙⢢⡾⠞⠒⠒⠚⠉⠉⠙⠛⠋⠁⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠉⠉⠙⠒⠋⠙⠛⠙⠃⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀

Birkbeck Universiy Final Dissertation Project Grade Received: Distinction

Description

Transfer-learning using Style2GAN trained on Anime Faces to generate Pokemon video game sprites and animations!

See training_stylegan2-ada.ipynb file for steps on training!

Folders

Testing_ScratchModel - Images of sprites generated when model was trained from scratch

Testing_TransferLearningModel - Images of sprites generated when model was trained using transfer-learning

Datasets

Poke-Sprites Dataset

Example Outputs

Synthetic Pokemon

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Transfer-learning using StyleGAN2-ADA. Final Dissertation Project for Birkbeck University.

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