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CharacterGAN: Few-Shot Keypoint Character Animation and Reposing. (arXiv:2102.03141v3 [cs.CV] UPDATED)
Jan. 13, 2022, 2:10 a.m. | Tobias Hinz, Matthew Fisher, Oliver Wang, Eli Shechtman, Stefan Wermter
cs.CV updates on arXiv.org arxiv.org
We introduce CharacterGAN, a generative model that can be trained on only a
few samples (8 - 15) of a given character. Our model generates novel poses
based on keypoint locations, which can be modified in real time while providing
interactive feedback, allowing for intuitive reposing and animation. Since we
only have very limited training samples, one of the key challenges lies in how
to address (dis)occlusions, e.g. when a hand moves behind or in front of a
body. To …
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