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Optimizing Style Transfer Models for Videos on Mobile Devices
Jan. 18, 2022, 8:37 p.m. | Jacopo Mangiavacchi
Towards Data Science - Medium towardsdatascience.com
Experimenting wth PyTorch Lighting and Flash flexibility to create a face-to-cartoon model
https://medium.com/media/00cd7d15a61cadeb2179999c9a9f0201/hrefHugging Face Spaces demo at: https://huggingface.co/spaces/Jacopo/ToonClip
Free iOS Mobile App at: https://apps.apple.com/us/app/toonclip/id1536285338
Source code available at (WIP): https://github.com/JacopoMangiavacchi/ToonClip-ComicsHero
Introduction
GANs are super popular architecture to build image style transfer models but sometimes it takes quite a while to train them and more importantly to optimize the generator model to being able to fit and run in real time on mobile devices.
In this experimentation I focused on …
devices gans machine learning mobile pytorch lightning style transfer
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