Towards a multimodal human activity dataset for healthcare
文献类型：期刊论文
| 作者 | Hu, Menghao5; Luo, Mingxuan5; Huang, Menghua4; Meng, Wenhua5; Xiong, Baochen5; Yang, Xiaoshan2,3 ; Sang, Jitao1,2
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| 刊名 | MULTIMEDIA SYSTEMS
 |
| 出版日期 | 2022-03-14 |
| 页码 | 13 |
| ISSN号 | 0942-4962 |
| 关键词 | Human activity recognition Multimodal fusion Wearable devices Healthcare |
| DOI | 10.1007/s00530-021-00875-6 |
| 通讯作者 | Yang, Xiaoshan(xiaoshan.yang@nlpr.ia.ac.cn) |
| 英文摘要 | Human activity recognition (HAR) based on wearable devices has become a hot topic due to the wide adoption of smartphones and smart bands. In this paper, we propose a new dataset, MMC-PCL-Activity, for wearable device-based HAR. It contains data of accelerometers, gyroscopes, heart rates, steps, GPS, weather information, mobile APP usage, and images collected from 14 participants performing 16 different types of daily activities. Besides the activity annotations, labels of physical health status and mental health status are also provided. We demonstrate the importance of multimodal fusion in activity recognition and provide baselines for more researchers using this dataset. |
| WOS关键词 | RECOGNITION ; BENCHMARK ; SENSORS ; FUSION |
| 资助项目 | National Key Research and Development Program of China[2018AAA0100604] ; National Natural Science Foundation of China[61720106006] ; National Natural Science Foundation of China[62072455] ; National Natural Science Foundation of China[61721004] ; National Natural Science Foundation of China[U1836220] ; National Natural Science Foundation of China[U1705262] ; National Natural Science Foundation of China[61872424] |
| WOS研究方向 | Computer Science |
| 语种 | 英语 |
| 出版者 | SPRINGER |
| WOS记录号 | WOS:000768628300001 |
| 资助机构 | National Key Research and Development Program of China ; National Natural Science Foundation of China |
| 源URL | [http://ir.ia.ac.cn/handle/173211/48120]  |
| 专题 | 自动化研究所_模式识别国家重点实验室_多媒体计算与图形学团队 |
| 通讯作者 | Yang, Xiaoshan |
| 作者单位 | 1.Beijing Jiaotong Univ, Beijing, Peoples R China 2.Peng Cheng Lab, Shenzhen, Peoples R China 3.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China 4.North China Univ Sci & Technol, Tangshan 063210, Peoples R China 5.ZhengZhou Univ, Zhengzhou 450002, Peoples R China |
| 推荐引用方式 GB/T 7714 | Hu, Menghao,Luo, Mingxuan,Huang, Menghua,et al. Towards a multimodal human activity dataset for healthcare[J]. MULTIMEDIA SYSTEMS,2022:13. |
| APA | Hu, Menghao.,Luo, Mingxuan.,Huang, Menghua.,Meng, Wenhua.,Xiong, Baochen.,...&Sang, Jitao.(2022).Towards a multimodal human activity dataset for healthcare.MULTIMEDIA SYSTEMS,13. |
| MLA | Hu, Menghao,et al."Towards a multimodal human activity dataset for healthcare".MULTIMEDIA SYSTEMS (2022):13. |
入库方式： OAI收割
来源：自动化研究所
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