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We have trained four StyleGAN2 image generation models and are releasing checkpoints and training code. We are exploring how to improve/scale up StyleGAN traini
by MasterScrat 4y ago
We have trained four StyleGAN2 image generation models and are releasing checkpoints and training code. We are exploring how to improve/scale up StyleGAN training, particularly when leveraging TPUs.
While everyone is excited about DALL·E/diffusion models, training those is currently out of reach for most practitioners. Craiyon (formerly DALL·E mega) has been training for months on a huge TPU 256 machine. In comparison our models were each trained in less than 10h on a machine 32x smaller. StyleGAN models also still offer unrivaled photorealism when trained on narrow domains (eg thispersondoesnotexist.com), even though diffusion models are catching up due to massive cash investments in that direction.
- goldemerald 4y agoI don't suppose you have a way of converting these models into a pytorch usable version, do you?
- forgingahead 4y agoNice work - can you share how large your training datasets are in terms of number of images? And did you train your models from scratch or fine-tune them from an existing model?