Introducing a New Benchmarked Dataset for Activity Monitoring

被引：923

作者：

Reiss, Attila ^{[1
]}

Stricker, Didier ^{[1
]}

机构：

[1] German Res Ctr Artificial Intelligence DFKI, Dept Augmented Vis, Kaiserslautern, Germany

来源：

2012 16TH INTERNATIONAL SYMPOSIUM ON WEARABLE COMPUTERS (ISWC) | 2012年

关键词：

D O I：

10.1109/ISWC.2012.13

中图分类号：

TP3 [计算技术、计算机技术];

学科分类号：

0812 ;

摘要：

This paper addresses the lack of a commonly used, standard dataset and established benchmarking problems for physical activity monitoring. A new dataset - recorded from 18 activities performed by 9 subjects, wearing 3 IMUs and a HR-monitor - is created and made publicly available. Moreover, 4 classification problems are benchmarked on the dataset, using a standard data processing chain and 5 different classifiers. The benchmark shows the difficulty of the classification tasks and exposes new challenges for physical activity monitoring.

引用

页码：108 / 109

页数：2