b00731976 / Deep_Souls_Swords_GAN

A Deep Convolutional GAN on Dark Souls Swords. Generates novel swords. This repo also includes the scraping to get your data and enrich it

Deep Souls - Swords Edition (based on the Souls universe)

Generate Novel Swords using Deep Convolutional Generative Adversarial Networks (DCGAN)

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This repo includes:

1. The script to scrap the data from the Dark Souls 1,2,3 and Demon Souls wiki

2. The script to run the neural network

3. The .zip data if you just want to have a quick go on the neural net

The scraping is not perfect and I missed a couple of swords. A couple of misc. icons got in as well and had to be removed manually. Not much tinkering has been done model-wise so feel free to play around with data augmentation, scraping improvement and hyperparameter tuning.

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Note: A B&W version is available for educational purposes. The performance is obviously poor.