Large-scale Data Collection and Analysis via a Gamified Intelligent Crowdsourcing Platform
文献类型：期刊论文
| 作者 | Simone Hantke3,4; Tobias Olenyi4; Christoph Hausner2; Tobias Appel2; Björn Schuller1,4 |
| 刊名 | International Journal of Automation and Computing
 |
| 出版日期 | 2019 |
| 卷号 | 16期号:4页码:427-436 |
| 关键词 | Human computation speech analysis crowdsourcing gamified data collection survey. |
| ISSN号 | 1476-8186 |
| DOI | 10.1007/s11633-019-1180-0 |
| 英文摘要 | In this contribution, we present iHEARu-PLAY, an online, multi-player platform for crowdsourced database collection and labelling, including the voice analysis application (VoiLA), a free web-based speech classification tool designed to educate iHEARu-PLAY users about state-of-the-art speech analysis paradigms. Via this associated speech analysis web interface, in addition, VoiLA encourages users to take an active role in improving the service by providing labelled speech data. The platform allows users to record and upload voice samples directly from their browser, which are then analysed in a state-of-the-art classification pipeline. A set of pre-trained models targeting a range of speaker states and traits such as gender, valence, arousal, dominance, and 24 different discrete emotions is employed. The analysis results are visualised in a way that they are easily interpretable by laymen, giving users unique insights into how their voice sounds. We assess the effectiveness of iHEARu-PLAY and its integrated VoiLA feature via a series of user evaluations which indicate that it is fun and easy to use, and that it provides accurate and informative results. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/42348]  |
| 专题 | 自动化研究所_学术期刊_International Journal of Automation and Computing |
| 作者单位 | 1.Group on Language, Audio & Music (GLAM), Department of Computing, Imperial College, London SW7 2AZ, UK 2.audEERING GmbH, Gilching, Germany 3.Machine Intelligence & Signal Processing Group, Technische Universität München, München, Germany 4.ZD.B Chair of Embedded Intelligence for Health Care and Wellbeing, University of Augsburg, Germany |
| 推荐引用方式 GB/T 7714 | Simone Hantke,Tobias Olenyi,Christoph Hausner,et al. Large-scale Data Collection and Analysis via a Gamified Intelligent Crowdsourcing Platform[J]. International Journal of Automation and Computing,2019,16(4):427-436. |
| APA | Simone Hantke,Tobias Olenyi,Christoph Hausner,Tobias Appel,&Björn Schuller.(2019).Large-scale Data Collection and Analysis via a Gamified Intelligent Crowdsourcing Platform.International Journal of Automation and Computing,16(4),427-436. |
| MLA | Simone Hantke,et al."Large-scale Data Collection and Analysis via a Gamified Intelligent Crowdsourcing Platform".International Journal of Automation and Computing 16.4(2019):427-436. |
入库方式： OAI收割
来源：自动化研究所
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