Applying Artificial Intelligence and Computer Vision for Augmented Reality Game Development in Sports

Omarov N. Omarov B. Baibaktina A. Abilmazhinova B. Abdimukhan T. Doskarayev B. Adilzhan A.
2023 Science and Information Organization

International Journal of Advanced Computer Science and Applications
2023 #14 Issue 8 682 - 689 pp.

This paper delineates the intricate process of crafting an Augmented Reality (AR)-enriched version of the Subway Surfers game, engineered with an emphasis on action recognition and the leverage of Artificial Intelligence (AI) principles, with the primary objective of boosting childrens enthusiasm towards physical activity. The gameplay, fundamentally predicated on advanced computer vision methodologies for discerning player kinesthetics, and reinforced with machine learning tactics for modulating the intricacy of the game in accordance with player capabilities, offers an immersive and engaging interface. This innovative amalgamation serves to not only catalyze childrens interest in participating in active exercises, but also introduces a playful aspect to it. The procedural development of the game required the cohesive assimilation of a diverse spectrum of technologies, encompassing Unity for game development, TensorFlow for implementing machine learning algorithms, and Vuforia for crafting the AR elements. A preliminary study, conducted to assess the efficacy of the game in fostering a pro-sport attitude in children, reported encouraging outcomes. Given the potential of the game to incite physical activity among young users, it could be construed as a promising antidote to sedentarism and a potent catalyst for endorsing a healthier lifestyle.

action classification , action detection , Augmented reality , computer vision , game development , machine learning

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Al-Farabi Kazakh National University, Almaty, Kazakhstan
International University of Tourism and Hospitality, Turkistan, Kazakhstan
Aktobe regional University named after K. Zhubanov, Aktobe, Kazakhstan
Khoja Akhmet Yassawi International Kazakh-Turkish University, Turkistan, Kazakhstan
Kazakh National Womens Teacher Training University, Almaty, Kazakhstan
Yessenov University, Aktau, Kazakhstan

Al-Farabi Kazakh National University
International University of Tourism and Hospitality
Aktobe regional University named after K. Zhubanov
Khoja Akhmet Yassawi International Kazakh-Turkish University
Kazakh National Womens Teacher Training University
Yessenov University

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