Towards a multimodal human activity dataset for healthcare

doi:10.1007/s00530-021-00875-6

	Towards a multimodal human activity dataset for healthcare
	Hu, Menghao 1; Luo, Mingxuan 1; Huang, Menghua 2; Meng, Wenhua 1; Xiong, Baochen 1; Yang, Xiaoshan3,4 ; Sang, Jitao4,5
发表期刊	MULTIMEDIA SYSTEMS
ISSN	0942-4962
	2022-03-14
页码	13
通讯作者	Yang, Xiaoshan(xiaoshan.yang@nlpr.ia.ac.cn)
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.
关键词	Human activity recognition Multimodal fusion Wearable devices Healthcare
DOI	10.1007/s00530-021-00875-6
关键词[WOS]	RECOGNITION ; BENCHMARK ; SENSORS ; FUSION
收录类别	SCI
语种	英语
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]
项目资助者	National Key Research and Development Program of China ; National Natural Science Foundation of China
WOS研究方向	Computer Science
WOS类目	Computer Science, Information Systems ; Computer Science, Theory & Methods
WOS记录号	WOS:000768628300001
出版者	SPRINGER
七大方向——子方向分类	多模态智能
引用统计	被引频次：1[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/48121
专题	多模态人工智能系统全国重点实验室_多媒体计算
通讯作者	Yang, Xiaoshan
作者单位	1.ZhengZhou Univ, Zhengzhou 450002, Peoples R China 2.North China Univ Sci & Technol, Tangshan 063210, Peoples R China 3.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China 4.Peng Cheng Lab, Shenzhen, Peoples R China 5.Beijing Jiaotong Univ, Beijing, Peoples R China
通讯作者单位	模式识别国家重点实验室
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.