Knowledge Commons of Institute of Automation,CAS
CHEAVD: a Chinese natural emotional audio–visual database | |
Ya Li; Jianhua Tao; Linlin Chao; Wei Bao; Yazhu Liu | |
发表期刊 | Journal of Ambient Intelligence and Humanized Computing |
2016 | |
期号 | 4页码:1-12 |
其他摘要 | This paper presents a recently collected natural, multi-modal, 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 minutes 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 multi-modal 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. |
关键词 | Emotion Recognition |
收录类别 | SCI |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/40832 |
专题 | 多模态人工智能系统全国重点实验室_智能交互 |
推荐引用方式 GB/T 7714 | Ya Li,Jianhua Tao,Linlin Chao,等. CHEAVD: a Chinese natural emotional audio–visual database[J]. Journal of Ambient Intelligence and Humanized Computing,2016(4):1-12. |
APA | Ya Li,Jianhua Tao,Linlin Chao,Wei Bao,&Yazhu Liu.(2016).CHEAVD: a Chinese natural emotional audio–visual database.Journal of Ambient Intelligence and Humanized Computing(4),1-12. |
MLA | Ya Li,et al."CHEAVD: a Chinese natural emotional audio–visual database".Journal of Ambient Intelligence and Humanized Computing .4(2016):1-12. |
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