DocumentCode :
3595643
Title :
Avatar recommendation method based on facial attributes
Author :
Youngmin Park ; Yeongjae Choi ; Yang, Hyun S.
Author_Institution :
Dept. of Comput. Sci., Korea Adv. Inst. of Sci. & Technol., Daejeon, South Korea
fYear :
2014
Firstpage :
267
Lastpage :
272
Abstract :
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.
Keywords :
avatars; computer games; face recognition; recommender systems; avatar customization service; commercial games; facial attributes; recommendation system; secondary personal identity; virtual reality technologies; virtual world; Accuracy; Avatars; Face; Face recognition; Labeling; Support vector machines; Training;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Virtual Systems & Multimedia (VSMM), 2014 International Conference on
Type :
conf
DOI :
10.1109/VSMM.2014.7136653
Filename :
7136653
Link To Document :
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