Title | Performance Monitoring for Exercise Movements Using Mobile Cameras |
Publication Type | Conference Paper |
Year of Publication | 2021 |
Authors | Gharasuie MMohammady, Jennings N, Jain S |
Conference Name | Proceedings of the Workshop on Body-Centric Computing Systems |
Publisher | Association for Computing Machinery |
Conference Location | New York, NY, USA |
ISBN Number | 9781450386005 |
Abstract | Despite numerous devices targeted to fitness tracking, the strength training domain has often been overlooked and understudied. In this paper, we propose a smartphone camera based approach to track users' strength training workouts, as well as metrics pertaining to their form and performance. Our goal is to detect the repetitions in a workout without requiring user intervention or any training data from the user. Unlike many existing systems, our proposed system is scalable, low-cost, and widely accessible. We gather data from two sources for 5 exercises across 25 subjects. We compute performance metrics such as range of motion, velocity, and duration from each repetition with median errors less than 10%. These results demonstrate that commercial off the shelf smartphone cameras can be used to accurately detect and count repetitions in user movements, as well as to compute rep-by-rep user performance. |
URL | https://doi.org/10.1145/3469260.3469665 |
DOI | 10.1145/3469260.3469665 |