Backpack Posture Classification for Elementary and Middle School Children Using Deep Learning

Author:

Mustafa Saif1,Hung Hsin-Ya1,Millaway Garrett1,Raiti John2,Geiger Avi2,Peng Haonan2

Affiliation:

1. Global Innovation Exchange, University of Washington, United States

2. Electrical Computer Engineering, University of Washington, United States

Publisher

ACM

Reference5 articles.

1. [ 1 ] Mayank M Singh U Quddus N. Effect of backpack loading on cervical and shoulder posture in Indian school children. Indian J Physiother Occup Ther. 2006; 1: 3–12. [1] Mayank M Singh U Quddus N. Effect of backpack loading on cervical and shoulder posture in Indian school children. Indian J Physiother Occup Ther. 2006; 1: 3–12.

2. Gait and posture responses to backpack load during level walking in children

3. [ 3 ] Hong Y. Cheung C.-K. Gait and posture responses to backpack load during level walking in children. Gait Posture. 2003;17(1):28–33. doi: 10.1016/s0966-6362(02)00050-4. 10.1016/s0966-6362(02)00050-4 [3] Hong Y. Cheung C.-K. Gait and posture responses to backpack load during level walking in children. Gait Posture. 2003;17(1):28–33. doi: 10.1016/s0966-6362(02)00050-4.

4. [ 4 ] Sahli S. Rebai H. Ghroubi S. Yahia A. Guermazi M. Elleuch M. H. The effects of backpack load and carrying method on the balance of adolescent idiopathic scoliosis subjects. The Spine Journal. 2013;13(12):1835–1842. doi: 10.1016/j.spinee.2013.06.023 10.1016/j.spinee.2013.06.023 [4] Sahli S. Rebai H. Ghroubi S. Yahia A. Guermazi M. Elleuch M. H. The effects of backpack load and carrying method on the balance of adolescent idiopathic scoliosis subjects. The Spine Journal. 2013;13(12):1835–1842. doi: 10.1016/j.spinee.2013.06.023

5. [ 5 ] K. Wunderlich and E. Abdelfattah , ” Human Activity and Posture Classification Using Wearable Accelerometer Data,” 2018 9th IEEE Annual Ubiquitous Computing , Electronics & Mobile Communication Conference (UEMCON) , 2018 , pp. 77 - 81 , doi: 10.1109/UEMCON.2018.8796831. 10.1109/UEMCON.2018.8796831 [5] K. Wunderlich and E. Abdelfattah, ”Human Activity and Posture Classification Using Wearable Accelerometer Data,” 2018 9th IEEE Annual Ubiquitous Computing, Electronics & Mobile Communication Conference (UEMCON), 2018, pp. 77-81, doi: 10.1109/UEMCON.2018.8796831.

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