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  • title: HyperDomainNet: Universal Domain Adaptation for Generative Adversarial Networks
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            HyperDomainNet: Universal Domain Adaptation for Generative Adversarial Networks
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            HyperDomainNet: Universal Domain Adaptation for Generative Adversarial Networks

            Dec 6, 2022

            Speakers

            AA

            Aibek Alanov

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            VT

            Vadim Titov

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            DV

            Dmitry Vetrov

            Speaker · 0 followers

            About

            Domain adaptation framework of GANs has achieved great progress in recent years as a main successful approach of training contemporary GANs in the case of very limited training data. In this work, we significantly improve this framework by proposing an extremely compact parameter space for fine-tuning the generator. We introduce a novel domain-modulation technique that allows to optimize only 6 thousand-dimensional vector instead of 30 million weights of StyleGAN2 to adapt to a target domain. We…

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            NeurIPS 2022

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