Towards a multimodal human activity dataset for healthcare

doi:10.1007/s00530-021-00875-6

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 > 多媒体计算与图形学团队

	Towards a multimodal human activity dataset for healthcare
	Hu, Menghao 4; Luo, Mingxuan 4; Huang, Menghua 5; Meng, Wenhua 4; Xiong, Baochen 4; Yang, Xiaoshan 1,2; Sang, Jitao 1,3
刊名	MULTIMEDIA SYSTEMS
	2022-03-14
页码	13
关键词	Human activity recognition Multimodal fusion Wearable devices Healthcare
ISSN号	0942-4962
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.
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关键词	RECOGNITION ; BENCHMARK ; SENSORS ; FUSION
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
内容类型	期刊论文
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.Peng Cheng Lab, Shenzhen, Peoples R China 2.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China 3.Beijing Jiaotong Univ, Beijing, Peoples R China 4.ZhengZhou Univ, Zhengzhou 450002, Peoples R China 5.North China Univ Sci & Technol, Tangshan 063210, 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.