Similar gait action recognition using an inertial sensor

作者:

Highlights:

• An action recognition algorithm for similar gait actions using an inertial sensor.

• A robust period segmentation based on the likelihood of an heel-strike is presented.

• The proposed method works well against a variation of sensor orientation.

• Interclass relationship improves the recognition accuracy significantly.

• The accuracy is more than 91% for a very large database of 460 subjects.

摘要

Highlights•An action recognition algorithm for similar gait actions using an inertial sensor.•A robust period segmentation based on the likelihood of an heel-strike is presented.•The proposed method works well against a variation of sensor orientation.•Interclass relationship improves the recognition accuracy significantly.•The accuracy is more than 91% for a very large database of 460 subjects.

论文关键词:Gait action recognition,Inertial sensor,Heel strike detection,Sensor orientation robustness,Interclass relationship

论文评审过程:Received 14 January 2014, Revised 12 August 2014, Accepted 9 October 2014, Available online 22 October 2014.

论文官网地址:https://doi.org/10.1016/j.patcog.2014.10.012