Demographic Analysis from Biometric Data: Achievements, Challenges, and New Frontiers
Sun, Yunlian1,2; Zhang, Man1; Sun, Zhenan1; Tan, Tieniu1
刊名IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
2018-02-01
卷号40期号:2页码:332-351
关键词Demographic Estimation Biometrics Human Age Estimation Gender Classification Race Recognition
DOI10.1109/TPAMI.2017.2669035
文献子类Article
英文摘要Biometrics is the technique of automatically recognizing individuals based on their biological or behavioral characteristics. Various biometric traits have been introduced and widely investigated, including fingerprint, iris, face, voice, palmprint, gait and so forth. Apart from identity, biometric data may convey various other personal information, covering affect, age, gender, race, accent, handedness, height, weight, etc. Among these, analysis of demographics (age, gender, and race) has received tremendous attention owing to its wide real-world applications, with significant efforts devoted and great progress achieved. This survey first presents biometric demographic analysis from the standpoint of human perception, then provides a comprehensive overview of state-of-the-art advances in automated estimation from both academia and industry. Despite these advances, a number of challenging issues continue to inhibit its full potential. We second discuss these open problems, and finally provide an outlook into the future of this very active field of research by sharing some promising opportunities.
WOS关键词HUMAN AGE ESTIMATION ; SUPPORT VECTOR MACHINES ; GENDER CLASSIFICATION METHODS ; LOCAL BINARY PATTERNS ; FACE IMAGES ; SOFT BIOMETRICS ; TELEPHONE APPLICATIONS ; SEX IDENTIFICATION ; BIOLOGICAL MOTION ; GAIT SEQUENCES
WOS研究方向Computer Science ; Engineering
语种英语
WOS记录号WOS:000422706000006
资助机构National Key Research and Development Program of China(2016YFB1001000) ; National Natural Science Foundation of China(61603391 ; 61603385)
内容类型期刊论文
源URL[http://ir.ia.ac.cn/handle/173211/15354]  
专题自动化研究所_智能感知与计算研究中心
自动化研究所_09年以前成果
作者单位1.Chinese Acad Sci, Ctr Res Intelligent Percept & Comp, Natl Lab Pattern Recognit, Inst Automat,CAS Ctr Excellence Brain Sci & Intel, Beijing 100190, Peoples R China
2.Nanjing Univ Sci & Technol, Sch Comp Sci & Engn, Nanjing 210094, Jiangsu, Peoples R China
推荐引用方式
GB/T 7714
Sun, Yunlian,Zhang, Man,Sun, Zhenan,et al. Demographic Analysis from Biometric Data: Achievements, Challenges, and New Frontiers[J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE,2018,40(2):332-351.
APA Sun, Yunlian,Zhang, Man,Sun, Zhenan,&Tan, Tieniu.(2018).Demographic Analysis from Biometric Data: Achievements, Challenges, and New Frontiers.IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE,40(2),332-351.
MLA Sun, Yunlian,et al."Demographic Analysis from Biometric Data: Achievements, Challenges, and New Frontiers".IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 40.2(2018):332-351.
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