Generation of virtual digital human for customer service industry

被引:4
|
作者
Sun, Yanan [1 ]
Sun, Zhiyao [1 ]
Wen, Yu-Hui [2 ]
Ye, Sheng [1 ]
Lv, Tian [1 ]
Yu, Minjing [3 ]
Yi, Ran [4 ]
Gao, Lin [5 ]
Liu, Yong-Jin [1 ]
机构
[1] Tsinghua Univ, Dept Comp Sci & Technol, Beijing 100084, Peoples R China
[2] Beijing Jiaotong Univ, Sch Comp & Informat Technol, Beijing Key Lab Traff Data Anal & Min, Beijing 100044, Peoples R China
[3] Tianjin Univ, Coll Intelligence & Comp, Tianjin 300350, Peoples R China
[4] Shanghai Jiao Tong Univ, Dept Comp Sci & Engn, Shanghai 200240, Peoples R China
[5] Chinese Acad Sci, Inst Comp Technol, Beijing 100864, Peoples R China
来源
COMPUTERS & GRAPHICS-UK | 2023年 / 115卷
基金
中国国家自然科学基金;
关键词
2D virtual humans; Service gestures; Emotion editing; Gesture generation;
D O I
10.1016/j.cag.2023.07.018
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
With the widespread development of digital technology, individuals' daily activities are inseparable from interaction with electronic devices. Researchers have become interested in developing novel methods, to enable users to experience social and emotional satisfaction that traditional face-to-face interaction provides. In this study, we propose a novel deep learning-based pipeline to generate virtual digital humans for customer service industry. Specifically, we propose a method to construct a database with template service actions. Furthermore, we propose a two-stage method for generating 2D virtual human videos with gestures and emotional lip-sync expressions. We have conducted qualitative and quantitative experiments on the proposed 2D virtual human video generation method. The results demonstrate that the method effectively generates high-quality virtual digital humans for the customer service industry.& COPY; 2023 Elsevier Ltd. All rights reserved.
引用
收藏
页码:359 / 370
页数:12
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