HASC2011corpus: towards the common ground of human activity recognition

  • Authors:
  • Nobuo Kawaguchi;Ying Yang;Tianhui Yang;Nobuhiro Ogawa;Yohei Iwasaki;Katsuhiko Kaji;Tsutomu Terada;Kazuya Murao;Sozo Inoue;Yoshihiro Kawahara;Yasuyuki Sumi;Nobuhiko Nishio

  • Affiliations:
  • Nagoya University, Nagoya, Japan;Nagoya University, Nagoya, Japan;Nagoya University, Nagoya, Japan;Nagoya University, Nagoya, Japan;Nagoya University, Nagoya, Japan;Nagoya University, Nagoya, Japan;Kobe University, Kobe, Japan;Kobe University, Kobe, Japan;Kyushu Institute of Technology, Fukuoka, Japan;The University of Tokyo, Tokyo, Japan;Future University Hakodate, Hakodate, Japan;Ritsumeikan University, Kusatsu, Japan

  • Venue:
  • Proceedings of the 13th international conference on Ubiquitous computing
  • Year:
  • 2011

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Abstract

Human activity recognition through the wearable sensor will enable a next-generation human-oriented ubiquitous computing. However, most of research on human activity recognition so far is based on small number of subjects, and non-public data. To overcome the situation, we have gathered 4897 accelerometer data with 116 subjects and compose them as HASC2011corpus. In the field of pattern recognition, it is very important to evaluate and to improve the recognition methods by using the same dataset as a common ground. We make the HASC2011corpus into public for the research community to use it as a common ground of the Human Activity Recognition. We also show several facts and results of obtained from the corpus.