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2019 | OriginalPaper | Buchkapitel

Barycentric Shift Model Based VR Application for Detection and Classification on Body Balance Disorders

verfasst von : Haiyan Jin, Wentao Lin, Zhaolin Xiao, Huan Liu, Bin Wang, Xiuxiu Li

Erschienen in: E-Learning and Games

Verlag: Springer International Publishing

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Abstract

Virtual reality technology shows serious potential in many fields, such as cinemtic entertainment, professional training, Healthcare and clinical therapies, etc. In this paper, we propose a novel human balance capability evaluation method, which is based on crossing bridge virtual scene and video analysis. We have sampled the crossing bridge movement video of two groups of volunteers with balance ability differences, and then we proposed a balance ability classification algorithm via barycentric shifts model statistical analysis. The small sample experiment shows that our method can accurately identify the possible candidates with balance ability abnormality.

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Literatur
1.
Zurück zum Zitat Ustinova, K.I., Leonard, W.A., Cassavaugh, N.D., et al.: Development of a 3D immersive videogame to improve arm-postural coordination in patients with TBI. J. Neuroeng. Rehabil. 8(1), 1–11 (2011)CrossRef Ustinova, K.I., Leonard, W.A., Cassavaugh, N.D., et al.: Development of a 3D immersive videogame to improve arm-postural coordination in patients with TBI. J. Neuroeng. Rehabil. 8(1), 1–11 (2011)CrossRef
2.
Zurück zum Zitat Rubin, M.A.: Make precision medicine work for cancer care: to get targeted treatments to more cancer patients pair genomic data with clinical data, and make the information widely accessible. Nature 520(7547), 290–292 (2015)CrossRef Rubin, M.A.: Make precision medicine work for cancer care: to get targeted treatments to more cancer patients pair genomic data with clinical data, and make the information widely accessible. Nature 520(7547), 290–292 (2015)CrossRef
3.
Zurück zum Zitat Yin, C., Hsueh, Y.H., Yeh, C.Y., et al.: A virtual reality-cycling training system for lower limb balance improvement. Biomed. Res. Int. 2016(1), 1–10 (2016) Yin, C., Hsueh, Y.H., Yeh, C.Y., et al.: A virtual reality-cycling training system for lower limb balance improvement. Biomed. Res. Int. 2016(1), 1–10 (2016)
5.
Zurück zum Zitat Lafond, D., Duarte, M.F.: Comparison of three methods to estimate the center of mass during balance assessment. J. Biomech. 37(9), 1421–1426 (2004)CrossRef Lafond, D., Duarte, M.F.: Comparison of three methods to estimate the center of mass during balance assessment. J. Biomech. 37(9), 1421–1426 (2004)CrossRef
6.
Zurück zum Zitat Moraru, C., Neculaeş, M., Hodorcă, R.M.: Comparative study on the balance ability in sporty and unsporty children. Procedia - Soc. Behav. Sci. 116, 3659–3663 (2014)CrossRef Moraru, C., Neculaeş, M., Hodorcă, R.M.: Comparative study on the balance ability in sporty and unsporty children. Procedia - Soc. Behav. Sci. 116, 3659–3663 (2014)CrossRef
7.
Zurück zum Zitat Lloréns, R., Gilgómez, J.A., Alcañiz, M., et al.: Improvement in balance using a virtual reality-based stepping exercise: a randomized controlled trial involving individuals with chronic stroke. Clin. Rehabil. 29(3), 261–268 (2015)CrossRef Lloréns, R., Gilgómez, J.A., Alcañiz, M., et al.: Improvement in balance using a virtual reality-based stepping exercise: a randomized controlled trial involving individuals with chronic stroke. Clin. Rehabil. 29(3), 261–268 (2015)CrossRef
8.
Zurück zum Zitat Ferdous, S.M.S.: Improve accessibility of virtual and augmented reality for people with balance impairments. In: 2017 IEEE Virtual Reality, pp. 421–422 (2017) Ferdous, S.M.S.: Improve accessibility of virtual and augmented reality for people with balance impairments. In: 2017 IEEE Virtual Reality, pp. 421–422 (2017)
9.
Zurück zum Zitat Zhang, B.F., Zhou, J., Zhu, J.C.: Research on three image difference algorithm. In: International Conference on Image Analysis and Signal Processing, pp. 603–606. IEEE (2010) Zhang, B.F., Zhou, J., Zhu, J.C.: Research on three image difference algorithm. In: International Conference on Image Analysis and Signal Processing, pp. 603–606. IEEE (2010)
10.
Zurück zum Zitat Palaniappan, S.: Image denoising using median filter with edge detection using canny operator. Int. J. Sci. Res. 3(2), 30–34 (2014) Palaniappan, S.: Image denoising using median filter with edge detection using canny operator. Int. J. Sci. Res. 3(2), 30–34 (2014)
11.
Zurück zum Zitat Lin, C.Y., Chai, H.C., Wang, J.Y., et al.: Augmented reality in educational activities for children with disabilities. Displays 42, 51–54 (2015)CrossRef Lin, C.Y., Chai, H.C., Wang, J.Y., et al.: Augmented reality in educational activities for children with disabilities. Displays 42, 51–54 (2015)CrossRef
12.
Zurück zum Zitat Lakhani, B., Mansfield, A.: Visual feedback of the centre of gravity to optimize standing balance. Gait Posture 41(2), 499–503 (2015)CrossRef Lakhani, B., Mansfield, A.: Visual feedback of the centre of gravity to optimize standing balance. Gait Posture 41(2), 499–503 (2015)CrossRef
13.
Zurück zum Zitat Tarabalka, Y., Fauvel, M., Chanussot, J., et al.: SVM- and MRF-based method for accurate classification of hyperspectral images. IEEE Geosci. Remote Sens. Lett. 7(4), 736–740 (2010)CrossRef Tarabalka, Y., Fauvel, M., Chanussot, J., et al.: SVM- and MRF-based method for accurate classification of hyperspectral images. IEEE Geosci. Remote Sens. Lett. 7(4), 736–740 (2010)CrossRef
14.
Zurück zum Zitat Ayyaz, M.N., Javed, I., Mahmood, W.: Handwritten character recognition using multiclass SVM classification with hybrid feature extraction. Pak. J. Eng. Appl. Sci. 10, 57–67 (2016) Ayyaz, M.N., Javed, I., Mahmood, W.: Handwritten character recognition using multiclass SVM classification with hybrid feature extraction. Pak. J. Eng. Appl. Sci. 10, 57–67 (2016)
Metadaten
Titel
Barycentric Shift Model Based VR Application for Detection and Classification on Body Balance Disorders
verfasst von
Haiyan Jin
Wentao Lin
Zhaolin Xiao
Huan Liu
Bin Wang
Xiuxiu Li
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-030-23712-7_1

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