CHEAVD: a Chinese natural emotional audio-visual database | |
Li, Ya; Tao, Jianhua; Chao, Linlin; Bao, Wei; Liu, Yazhu | |
刊名 | JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING
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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 |
内容类型 | 期刊论文 |
源URL | [http://ir.ia.ac.cn/handle/173211/40793] ![]() |
专题 | 模式识别国家重点实验室_智能交互 |
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. |
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