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
相关论文
共 50 条
  • [31] THE EFFECT OF SERVICE QUALITY ON CUSTOMER SATISFACTION IN DIGITAL AGE: CUSTOMER SATISFACTION BASED EXAMINATION OF DIGITAL CRM
    Demirel, Demokaan
    JOURNAL OF BUSINESS ECONOMICS AND MANAGEMENT, 2022, 23 (03) : 507 - 531
  • [32] CUSTOMER COMPLAINTS AND THE EFFECTIVENESS OF SERVICE GUARANTEES IN THE HOTEL INDUSTRY
    Shahril, Aslinda Mohd
    Aziz, Yuhanis Abdul
    TOURISM AND HOSPITALITY MANAGEMENT-CROATIA, 2022, 28 (02): : 397 - 418
  • [33] Effects of Service Innovation on Customer Satisfaction in Recreation Industry
    Yeh, Shang-Pao
    Fu, Hsin-Wei
    INTERNATIONAL JOURNAL OF APPLIED MATHEMATICS & STATISTICS, 2013, 38 (08): : 107 - 116
  • [34] HOW CAN PAPER INDUSTRY IMPROVE CUSTOMER SERVICE
    COOLEY, JE
    POMEROY, B
    LINCOLN, FB
    AMERICAN PAPER INDUSTRY, 1970, 52 (08): : 26 - &
  • [35] Customer Participation in the Service Innovation Processes of the Tourism Industry
    Zhang Tong
    Cao Haiying
    Zhao Xiaoyi
    PROCEEDINGS OF THE 9TH EURO-ASIA CONFERENCE ON ENVIRONMENT AND CSR: TOURISM, SOCIETY AND EDUCATION SESSION (PT I), 2013, : 149 - 154
  • [36] MEASURING CUSTOMER SATISFACTION AND SERVICE QUALITY IN TOURISM INDUSTRY
    Kachwala, Tohid
    Bhadra, Amit
    Bali, Aditya
    Dasgupta, Chandan
    SMART-JOURNAL OF BUSINESS MANAGEMENT STUDIES, 2018, 14 (01) : 42 - 48
  • [37] Measures of customer satisfaction and service quality in the telephone industry
    Chen, CJ
    Norsworthy, JR
    PIONEERING NEW TECHNOLOGIES: MANAGEMENT ISSUES AND CHALLENGES IN THE THIRD MILLENNIUM, PROCEEDINGS, 1998, : 231 - 237
  • [38] Service quality effects on customer satisfaction in banking industry
    Quyet, Tran Van
    Vinh, Nguyen Quang
    Chang, Taikoo
    International Journal of u- and e- Service, Science and Technology, 2015, 8 (08) : 199 - 206
  • [39] Service Management and Customer Orientation in Russian Banking Industry
    Prosvirkina, Elena
    LISS 2013, 2015, : 253 - 258
  • [40] Customer satisfaction and service quality in the Chinese airline industry
    Chow, Clement Kong Wing
    JOURNAL OF AIR TRANSPORT MANAGEMENT, 2014, 35 : 102 - 107