Augmenting the Boxing Game with Smartphone IMU-based Classification System on Waist

Fei Gu; Chengshuo Xia; Yuta Sugiura

doi:10.1109/CW55638.2022.00038

Augmenting the Boxing Game with Smartphone IMU-based Classification System on Waist

Fei Gu, Chengshuo Xia, Yuta Sugiura

Department of Information and Computer Science

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

While boxing games allow players to learn techniques at home, they seldom check players' movements. We propose tracking the players' performance by smartphone sensors and classifying punches with convolutional neural network models. As a result, we achieved accuracies of 79.2% and 84.6% for 10 participants with two experiments, implying the possibilities and facilitation of smartphone sensors in boxing classifications of people with varying experiences.

Original language	English
Title of host publication	Proceedings - 2022 International Conference on Cyberworlds, CW 2022
Editors	Yuriko Takeshima, Alexei Sourin, Haoran Xie, Christophe Rosenberger, Olga Sourina, Kazunori Miyata
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	165-166
Number of pages	2
ISBN (Electronic)	9781665468145
DOIs	https://doi.org/10.1109/CW55638.2022.00038
Publication status	Published - 2022
Event	2022 International Conference on Cyberworlds, CW 2022 - Kanazawa, Japan Duration: 2022 Sept 27 → 2022 Sept 29

Publication series

Name	Proceedings - 2022 International Conference on Cyberworlds, CW 2022

Conference

Conference	2022 International Conference on Cyberworlds, CW 2022
Country/Territory	Japan
City	Kanazawa
Period	22/9/27 → 22/9/29

Keywords

Boxing
Digital assistants
Entertainment
Visual and Interactive Computing

ASJC Scopus subject areas

Computer Networks and Communications
Computer Science Applications
Information Systems
Information Systems and Management
Media Technology
Modelling and Simulation

Access to Document

10.1109/CW55638.2022.00038

Cite this

Gu, F., Xia, C., & Sugiura, Y. (2022). Augmenting the Boxing Game with Smartphone IMU-based Classification System on Waist. In Y. Takeshima, A. Sourin, H. Xie, C. Rosenberger, O. Sourina, & K. Miyata (Eds.), Proceedings - 2022 International Conference on Cyberworlds, CW 2022 (pp. 165-166). (Proceedings - 2022 International Conference on Cyberworlds, CW 2022). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/CW55638.2022.00038

Augmenting the Boxing Game with Smartphone IMU-based Classification System on Waist. / Gu, Fei; Xia, Chengshuo; Sugiura, Yuta.
Proceedings - 2022 International Conference on Cyberworlds, CW 2022. ed. / Yuriko Takeshima; Alexei Sourin; Haoran Xie; Christophe Rosenberger; Olga Sourina; Kazunori Miyata. Institute of Electrical and Electronics Engineers Inc., 2022. p. 165-166 (Proceedings - 2022 International Conference on Cyberworlds, CW 2022).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Gu, F, Xia, C & Sugiura, Y 2022, Augmenting the Boxing Game with Smartphone IMU-based Classification System on Waist. in Y Takeshima, A Sourin, H Xie, C Rosenberger, O Sourina & K Miyata (eds), Proceedings - 2022 International Conference on Cyberworlds, CW 2022. Proceedings - 2022 International Conference on Cyberworlds, CW 2022, Institute of Electrical and Electronics Engineers Inc., pp. 165-166, 2022 International Conference on Cyberworlds, CW 2022, Kanazawa, Japan, 22/9/27. https://doi.org/10.1109/CW55638.2022.00038

Gu F, Xia C, Sugiura Y. Augmenting the Boxing Game with Smartphone IMU-based Classification System on Waist. In Takeshima Y, Sourin A, Xie H, Rosenberger C, Sourina O, Miyata K, editors, Proceedings - 2022 International Conference on Cyberworlds, CW 2022. Institute of Electrical and Electronics Engineers Inc. 2022. p. 165-166. (Proceedings - 2022 International Conference on Cyberworlds, CW 2022). doi: 10.1109/CW55638.2022.00038

Gu, Fei ; Xia, Chengshuo ; Sugiura, Yuta. / Augmenting the Boxing Game with Smartphone IMU-based Classification System on Waist. Proceedings - 2022 International Conference on Cyberworlds, CW 2022. editor / Yuriko Takeshima ; Alexei Sourin ; Haoran Xie ; Christophe Rosenberger ; Olga Sourina ; Kazunori Miyata. Institute of Electrical and Electronics Engineers Inc., 2022. pp. 165-166 (Proceedings - 2022 International Conference on Cyberworlds, CW 2022).

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abstract = "While boxing games allow players to learn techniques at home, they seldom check players' movements. We propose tracking the players' performance by smartphone sensors and classifying punches with convolutional neural network models. As a result, we achieved accuracies of 79.2% and 84.6% for 10 participants with two experiments, implying the possibilities and facilitation of smartphone sensors in boxing classifications of people with varying experiences.",

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Augmenting the Boxing Game with Smartphone IMU-based Classification System on Waist

Abstract

Publication series

Conference

Keywords

ASJC Scopus subject areas

Access to Document

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