Quantification of Human Movement for Assessment in Automated Exercise Coaching
Autor: | Hagler, Stuart, Jimison, Holly B., Bajczy, Ruzena, Pavel, Misha |
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Rok vydání: | 2016 |
Předmět: | |
Zdroj: | Conf Proc IEEE Eng Med Biol Soc. 2014; 2014: 5836-9 |
Druh dokumentu: | Working Paper |
DOI: | 10.1109/EMBC.2014.6944955 |
Popis: | Quantification of human movement is a challenge in many areas, ranging from physical therapy to robotics. We quantify of human movement for the purpose of providing automated exercise coaching in the home. We developed a model-based assessment and inference process that combines biomechanical constraints with movement assessment based on the Microsoft Kinect camera. To illustrate the approach, we quantify the performance of a simple squatting exercise using two model-based metrics that are related to strength and endurance, and provide an estimate of the strength and energy-expenditure of each exercise session. We look at data for 5 subjects, and show that for some subjects the metrics indicate a trend consistent with improved exercise performance. Comment: 4 pages, 4 figures |
Databáze: | arXiv |
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