CHEAVD: a Chinese natural emotional audio-visual database

doi:10.1007/s12652-016-0406-z

CORC > 自动化研究所 > 中国科学院自动化研究所 > 模式识别国家重点实验室 > 人机语音交互团队

	CHEAVD: a Chinese natural emotional audio-visual database
	Li, Ya1 ; Tao, Jianhua1,2,3 ; Chao, Linlin1 ; Bao, Wei 1,4; Liu, Yazhu 1,4
刊名	JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING
	2017-11-01
卷号	8 期号:6 页码:913-924
关键词	Audio-visual Database Natural Emotion Corpus Annotation Lstm Multimodal Emotion Recognition
DOI	10.1007/s12652-016-0406-z
文献子类	Article
英文摘要	This paper presents a recently collected natural, multimodal, rich-annotated emotion database, CASIA Chinese Natural Emotional Audio-Visual Database (CHEAVD), which aims to provide a basic resource for the research on multimodal multimedia interaction. This corpus contains 140 min emotional segments extracted from films, TV plays and talk shows. 238 speakers, aging from child to elderly, constitute broad coverage of speaker diversity, which makes this database a valuable addition to the existing emotional databases. In total, 26 non-prototypical emotional states, including the basic six, are labeled by four native speakers. In contrast to other existing emotional databases, we provide multi-emotion labels and fake/suppressed emotion labels. To our best knowledge, this database is the first large-scale Chinese natural emotion corpus dealing with multimodal and natural emotion, and free to research use. Automatic emotion recognition with Long Short-Term Memory Recurrent Neural Networks (LSTM-RNN) is performed on this corpus. Experiments show that an average accuracy of 56 % could be achieved on six major emotion states.
WOS关键词	SOCIAL-CONSEQUENCES ; RECOGNITION ; SPEECH ; EXPRESSION ; FEATURES ; MODEL
WOS研究方向	Computer Science ; Telecommunications
语种	英语
WOS记录号	WOS:000412897800009
资助机构	National HighTech Research and Development Program of China (863 Program)(2015AA016305) ; National Natural Science Foundation of China (NSFC)(61305003 ; Strategic Priority Research Program of the CAS(XDB02080006) ; Major Program for the National Social Science Fund of China(13ZD189) ; 61425017)
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/20742]
专题	自动化研究所_模式识别国家重点实验室_人机语音交互团队
作者单位	1.Chinese Acad Sci, NLPR, Inst Automat, Beijing, Peoples R China 2.Chinese Acad Sci, CAS Ctr Excellence Brain Sci & Intelligence Techn, Inst Automat, Beijing, Peoples R China 3.Chinese Acad Sci, Sch Comp & Control Engn, Grad Univ, Beijing, Peoples R China 4.Jiangsu Normal Univ, Inst Linguist Sci, Xuzhou, Jiangsu, Peoples R China
推荐引用方式 GB/T 7714	Li, Ya,Tao, Jianhua,Chao, Linlin,et al. CHEAVD: a Chinese natural emotional audio-visual database[J]. JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING,2017,8(6):913-924.
APA	Li, Ya,Tao, Jianhua,Chao, Linlin,Bao, Wei,&Liu, Yazhu.(2017).CHEAVD: a Chinese natural emotional audio-visual database.JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING,8(6),913-924.
MLA	Li, Ya,et al."CHEAVD: a Chinese natural emotional audio-visual database".JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING 8.6(2017):913-924.