基于面部属性的头像推荐方法

Youngmin Park, Yeong-Jae Choi, H. Yang
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引用次数: 2

摘要

虚拟化身是一个真实的人在虚拟世界中的代表,用户将其视为自己的第二个人身份。随着虚拟现实(VR)技术的普及,用户对如何制作一个能很好地描述自己身份的虚拟形象越来越感兴趣。最近的商业游戏也支持强大的角色定制服务,以满足用户的各种需求,但要创建一个令人满意的角色并不容易,因为通常有几十个定制选项。因此,我们认为一个好的角色定制服务需要一个合适的推荐系统来支持客户的选择。自定义角色受到许多方面的影响,例如个人品味或角色特征。例如,用户可以创建一个与自己性别相反或物种不同的虚拟角色。这就是为什么简单的模板匹配或一些基于相似度的方法不足以进行头像推荐的原因。在本文中,我们提出了一种基于面部属性的头像推荐方法,该方法根据用户给出的面部图片和偏好来推荐头像。人脸在个人身份中扮演着重要的角色,因此,通过其属性对人脸进行抽象,有助于处理不同性别或物种等定制需求的多样性。
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Avatar recommendation method based on facial attributes
An avatar is a representation of a real person in a virtual world and a user considers it as his/her secondary personal identity. With the spread of Virtual Reality(VR) technologies, there has been a user's growing interest in how to make an avatar to describe his/her identity well. Recent commercial games also support powerful avatar customization services to satisfy customer's various needs, but it is not easy to create a satisfactory avatar because there are typically dozens of customization options. Thus, we argue that a proper recommendation system is necessary for a good avatar customization service to support customer's choice. Customizing an avatar is affected by a variety of aspects such as personal tastes or an avatar's characteristics. For example, a user can build an avatar whose sex is opposite or whose species is different from him/her-self. This is the reason why simple template matching or some similarity-based methods are not enough for avatar recommendation. In this paper, we propose a facial attribute-based avatar recommendation method where avatars are recommended from a face picture and preferences given by a user. A face plays an important role in a personal identity, and therefore abstracting a face by its attributes helps deal with a diversity of customization requirements such as different sex or species.
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