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MegaPortraits: One-shot Megapixel Neural Head Avatars. (arXiv:2207.07621v1 [cs.CV])
July 18, 2022, 1:12 a.m. | Nikita Drobyshev, Jenya Chelishev, Taras Khakhulin, Aleksei Ivakhnenko, Victor Lempitsky, Egor Zakharov
cs.CV updates on arXiv.org arxiv.org
In this work, we advance the neural head avatar technology to the megapixel
resolution while focusing on the particularly challenging task of cross-driving
synthesis, i.e., when the appearance of the driving image is substantially
different from the animated source image. We propose a set of new neural
architectures and training methods that can leverage both medium-resolution
video data and high-resolution image data to achieve the desired levels of
rendered image quality and generalization to novel views and motion. We
demonstrate …
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