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Generation of Parameterized Avatars

机译:参数化头像的生成

摘要

Generation of parameterized avatars is described. An avatar generation system uses a trained machine-learning model to generate a parameterized avatar, from which digital visual content (e.g., images, videos, augmented and/or virtual reality (AR/VR) content) can be generated. The machine-learning model is trained to identify cartoon features of a particular style—from a library of these cartoon features—that correspond to features of a person depicted in a digital photograph. The parameterized avatar is data (e.g., a feature vector) that indicates the cartoon features identified from the library by the trained machine-learning model for the depicted person. This parameterization enables the avatar to be animated. The parameterization also enables the avatar generation system to generate avatars in non-photorealistic (relatively cartoony) styles such that, despite the style, the avatars preserve identities and expressions of persons depicted in input digital photographs.
机译:描述了参数化化身的生成。化身生成系统使用受过训练的机器学习模型来生成参数化的化身,从中可以生成数字视觉内容(例如,图像,视频,增强和/或虚拟现实(AR / VR)内容)。训练了机器学习模型,从这些卡通特征库中识别出特定样式的卡通特征,这些特征对应于数码照片中所描绘人物的特征。参数化的化身是数据(例如,特征向量),其指示通过训练的机器学习模型针对所描绘的人从库中识别出的卡通特征。通过此参数化,可以对化身进行动画处理。参数化还使化身生成系统能够生成非照片级(相对卡通化)风格的化身,使得尽管化身是化身,但化身仍保留输入数字照片中所描绘人物的身份和表情。

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