RecoFit: Using a wearable sensor to find, recognize, and count repetitive exercises

Conference on Human Factors in Computing Systems - Proceedings

Volumn , Issue , 2014, Pages 3225-3234

  Morris, Dan ^a   Saponas, T Scott ^a   Guillory, Andrew ^a   Kelner, Ilya ^a  

^a MICROSOFT RESEARCH   (United States)

Author keywords

Fitness; Inertial sensors; Machine learning

Indexed keywords

HUMAN ENGINEERING; INERTIAL NAVIGATION SYSTEMS; LEARNING SYSTEMS;

AUTOMATICALLY TRACKING; CROSS VALIDATION; FITNESS; INERTIAL SENSOR; PRECISION AND RECALL; TRACKING DEVICES; WEARABLE SENSORS; WEIGHT TRAINING;

SENSORS;

EID: 84900420757     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2556288.2557116     Document Type: Conference Paper

References (34)

1. Amft, O. Adaptive activity spotting based on event rates. Proc IEEE Sensor Networks, Ubiquitous, and Trustworthy Computing 2010
2. Atal, B., Rabiner, L. A pattern recognition approach to voiced-unvoiced-silence classification with applications to speech recognition. IEEE Trans Acoustics, Speech and Sig Proc 24(3), 201-212, 1976
3. Boersma, P. Accurate short-term analysis of the fundamental frequency and the harmonics-to-noise ratio of a sampled sound. Proc Inst Phon Sci 17, p97-110, 1993
4. Bravata, D. M., et al. Using pedometers to increase physical activity and improve health. J Amer Med Assoc 298(19), 2296-2304, 2007
5. Centers for Disease Control and Prevention. Adult Participation in Aerobic and Muscle-Strengthening Physical Activities: United States, 2011. Morbidity and Mortality Weekly Report, 62(17):326-30, 2013
6. Centers for Disease Control and Prevention. Physical activity recommendations for adults. cdc. gov/physicalactivity/everyone/guidelines/ adults. html, retr 9/2013
7. Chan, C. B., Ryan, D. A., Tudor-Locke, C. Health benefits of a pedometer-based physical activity intervention in sedentary workers. Prev Med, 39(6), 1215-22, 2004
8. Chang, K-H., Chen, M., Canny, J. Tracking free-weight exercises. Proc ACM Ubicomp 2007
9. Consolvo, S. et al. Activity sensing in the wild: A field trial of ubifit garden. Proc ACM CHI 2008
10. Deng, J., Tsui, H. An HMM-based approach for gesture segmentation and recognition. Proc IEEE Pattern Recognition 2000
11. Deslandes, A. et al. Exercise and mental health: Many reasons to move. Neuropsychobiology 59. 4:191-8, 2009
12. Dobkin, B., Xu, X., Batalin, M., Thomas, S., Kaiser, W. Reliability and validity of bilateral ankle accelerometer algorithms for activity recognition and walking speed after stroke. Stroke, 42(8), 2246-50, 2011
13. Hamer, M., Stamatakis, E., Steptoe, A. Dose-response relationship between physical activity and mental health: The Scottish Health Survey. Brit J Sports Med, 43:1111-14, 2009
14. Harrison, B., Consolvo, S., Choudhury, T. Using multimodal sensing for human activity modeling in the real world. In Handbook of Ambient Intelligence and Smart Environments, 463-78. Springer, 2010
15. Haskell, W. L. et al. Physical activity and public health: Updated recommendation for adults from the American College of Sports Medicine and the American Heart Association. Circulation. 28;116(9):1081-93, 2007
16. Janssen, I., LeBlanc, A. G. Systematic review of the health benefits of physical activity and fitness in schoolaged children and youth. Intl J Behavioral Nutrition and Physical Activity 7. 40: 1-16, 2010
17. Junker, H., Amft, O., Lukowicz, P., Tröster, G. Gesture spotting with body-worn inertial sensors to detect user activities. Pattern Recognition, 41(6), 2010-24, 2008
18. Keerthi, S. DeCoste, D. A Modified Finite Newton Method for Fast Solution of Large Scale Linear SVMs. J Mach Learn Res 6, 341-361, 2005
19. Krishnan, N., Lade, P., Panchanathan, S. Activity gesture spotting using a threshold model based on adaptive boosting. Proc IEEE Multimedia & Expo (ICME) 2010
20. Kruger, J., Blanck, H. M., Gillespie, C. Dietary and physical activity behaviors among adults successful at weight loss maintenance. Intl J of Behavioral Nutrition and Physical Activity, 3(1), 17, 2006
21. Lara, O., Labrador, M. A survey on human activity recognition using wearable sensors. IEEE Communications Surveys & Tutorials, 15(3), 1192-1209, 2013
22. Lee, H., Kim, J. An HMM-based threshold model approach for gesture recognition. IEEE Trans Pattern Analysis Machine Intellligence 21(10), 961-973, 1999
23. Merom, D. et al. Promoting Walking with Pedometers in the Community: The Step-by-Step Trial. Am J Prev Med, 32. 4, 290-7, 2007
24. Muehlbauer, M., Bahle, G., Lukowicz, P. What can an arm holster worn smart phone do for activity recognition? Proc IEEE ISWC 2011
25. Murthy, G., Jadon, R. A review of vision based hand gestures recognition. Intl J Inf Tech and Knowledge Management, 2(2), 405-410, 2009
26. Nguyen-Dinh, L., Roggen, D., Calatroni, A., Troster, G. Improving online gesture recognition with template matching methods in accelerometer data. Proc Intel Sys Design Appl (ISDA) 2012
27. O'Donovan, G. Blazevich, A., Boreham, C. et al. The ABC of Physical Activity for Health: A consensus statement from the British Association of Sport and Exercise Sciences. J Sports Sci 28. 6: 573-91, 2010
28. Plasqui, G., Bonomi, A., Westerterp, K. Daily physical activity assessment with accelerometers: New insights and validation studies. Obesity Rev, 14(6):451-62, 2013
29. Preece, S., Goulermas, J., Kenney, L., Howard, D., Meijer, K., Crompton, R. Activity identification using bodymounted sensors-a review of classification techniques. Physiological Measurement, 30(4), 2009
30. Schutzer, K. A., Graves, B. S. Barriers and motivations to exercise in older adults. Prev Med 39. 5, 1056-61, 2004
31. Seeger, C., Buchmann, A., Van Laerhoven, K. myHealthAssistant: A Phone-based Body Sensor Network that Captures the Wearer's Exercises throughout the Day. Proc ACM Body Area Networks, 2011
32. Stiefmeier, T., Roggen, D., Tröster, G. Gestures are strings: Efficient online gesture spotting & classification using string matching. Proc Body Area Networks 2007
33. Thakor, N. V., Zhu, Y. S. Applications of adaptive filtering to ECG analysis: Noise cancellation and arrhythmia detection. IEEE Trans Bio Eng, 38. 8, 785-94, 1992
34. Tomporowski, P. D. Effects of acute bouts of exercise on cognition. Acta Psychologica 112. 3: 297-324, 2003.