Papers › Introducing a new benchmarked dataset for activity monitoring

Introducing a new benchmarked dataset for activity monitoring

18 Jun 2012International Symposium on Wearable Computers 2012 6archive 2025-07-28

Attila Reiss, Didier Stricker

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.

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