Skip to main content

2017 | OriginalPaper | Buchkapitel

Intuitively Evaluating Balance Measurement Software Using Kinect2

verfasst von : Zhihan Lv, Vicente Penades, Sonia Blasco, Javier Chirivella, Pablo Gagliardo

Erschienen in: ICTs for Improving Patients Rehabilitation Research Techniques

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

A balance measurement software based on Kinect2 sensor is evaluated by comparing to golden standard balance measure platform intuitively. The software analysis the tracked body data from the user by Kinect2 sensor and get user’s center of mass (CoM) as well as its motion route on a plane. The software is evaluated by several comparison tests, the evaluation results preliminarily prove the reliability of the software.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Akbaba, Y.A., Yeldan, I., Guney, N., Ozdincler, A.R.: Intensive supervision of rehabilitation programme improves balance and functionality in the short term after bilateral total knee arthroplasty. Knee Surgery, Sports Traumatology, Arthroscopy, pp. 1–8 (2014) Akbaba, Y.A., Yeldan, I., Guney, N., Ozdincler, A.R.: Intensive supervision of rehabilitation programme improves balance and functionality in the short term after bilateral total knee arthroplasty. Knee Surgery, Sports Traumatology, Arthroscopy, pp. 1–8 (2014)
2.
Zurück zum Zitat Anson, E., Kiemel, T., Jeka, J., et al.: Visual feedback during treadmill walking improves balance for older adults: a preliminary report. In: 2013 International Conference on Virtual Rehabilitation (ICVR), pp. 166–167. IEEE (2013) Anson, E., Kiemel, T., Jeka, J., et al.: Visual feedback during treadmill walking improves balance for older adults: a preliminary report. In: 2013 International Conference on Virtual Rehabilitation (ICVR), pp. 166–167. IEEE (2013)
3.
Zurück zum Zitat Biskupski, A., Fender, A.R., Feuchtner, T.M., Karsten, M., Willaredt, J.D.: Drunken ed: a balance game for public large screen displays. In: CHI 2014 Extended Abstracts on Human Factors in Computing Systems, pp. 289–292. ACM (2014) Biskupski, A., Fender, A.R., Feuchtner, T.M., Karsten, M., Willaredt, J.D.: Drunken ed: a balance game for public large screen displays. In: CHI 2014 Extended Abstracts on Human Factors in Computing Systems, pp. 289–292. ACM (2014)
4.
Zurück zum Zitat Brassard, S., Otis, M.J.-D., Poirier, A., Menelas, B.-A.J.: Towards an automatic version of the berg balance scale test through a serious game. In: Proceedings of the Second ACM Workshop on Mobile Systems, Applications, and Services for Healthcare, p. 5. ACM (2012) Brassard, S., Otis, M.J.-D., Poirier, A., Menelas, B.-A.J.: Towards an automatic version of the berg balance scale test through a serious game. In: Proceedings of the Second ACM Workshop on Mobile Systems, Applications, and Services for Healthcare, p. 5. ACM (2012)
5.
Zurück zum Zitat Chen, Z., Huang, W., Lv, Z.: Towards a face recognition method based on uncorrelated discriminant sparse preserving projection. Multimedia Tools Appl., 1–15 (2015) Chen, Z., Huang, W., Lv, Z.: Towards a face recognition method based on uncorrelated discriminant sparse preserving projection. Multimedia Tools Appl., 1–15 (2015)
6.
Zurück zum Zitat Cikajlo, I., Oblak, J., Matjacic, Z.: Haptic floor for virtual balance training. In: 2011 IEEE World Haptics Conference (WHC), pp. 179–184. IEEE (2011) Cikajlo, I., Oblak, J., Matjacic, Z.: Haptic floor for virtual balance training. In: 2011 IEEE World Haptics Conference (WHC), pp. 179–184. IEEE (2011)
7.
Zurück zum Zitat Cikajlo, I., Rudolf, M., Goljar, N., Matjacic, Z.: Virtual reality task for telerehabilitation dynamic balance training in stroke subjects. In: Virtual Rehabilitation International Conference, pp. 121–125. IEEE (2009) Cikajlo, I., Rudolf, M., Goljar, N., Matjacic, Z.: Virtual reality task for telerehabilitation dynamic balance training in stroke subjects. In: Virtual Rehabilitation International Conference, pp. 121–125. IEEE (2009)
8.
Zurück zum Zitat Dang, S., Ju, J., Matthews, D., Feng, X., Zuo, C.: Efficient solar power heating system based on lenticular condensation. In: 2014 International Conference on Information Science, Electronics and Electrical Engineering (ISEEE), vol. 2, pp. 736–739, April 2014 Dang, S., Ju, J., Matthews, D., Feng, X., Zuo, C.: Efficient solar power heating system based on lenticular condensation. In: 2014 International Conference on Information Science, Electronics and Electrical Engineering (ISEEE), vol. 2, pp. 736–739, April 2014
9.
Zurück zum Zitat Duh, H.B.-L., Parker, D.E., Furness, T.A.: An “independent visual background” reduced balance disturbance envoked by visual scene motion: implication for alleviating simulator sickness. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 85–89. ACM (2001) Duh, H.B.-L., Parker, D.E., Furness, T.A.: An “independent visual background” reduced balance disturbance envoked by visual scene motion: implication for alleviating simulator sickness. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 85–89. ACM (2001)
10.
Zurück zum Zitat Ferrazzoli, D., Bera, R., Maestri, R., Perini, G., Spina, L., Gargantini, R., Pezzoli, G., Frazzitta, G.: Measuring the effectiveness of an intensive rehabilitation treatment on balance parameters in patients with parkinson’s disease through a stabilometric platform. In: Jensen, W., Andersen, O., Akay, M. (eds.) Replace, Repair, Restore, Relieve – Bridging Clinical and Engineering Solutions in Neurorehabilitation. Biosystems & Biorobotics, vol. 7, pp. 369–372. Springer, Cham (2014) Ferrazzoli, D., Bera, R., Maestri, R., Perini, G., Spina, L., Gargantini, R., Pezzoli, G., Frazzitta, G.: Measuring the effectiveness of an intensive rehabilitation treatment on balance parameters in patients with parkinson’s disease through a stabilometric platform. In: Jensen, W., Andersen, O., Akay, M. (eds.) Replace, Repair, Restore, Relieve – Bridging Clinical and Engineering Solutions in Neurorehabilitation. Biosystems & Biorobotics, vol. 7, pp. 369–372. Springer, Cham (2014)
11.
Zurück zum Zitat Funaya, H., Shibata, T., Wada, Y., Yamanaka, T.: Accuracy assessment of Kinect body tracker in instant posturography for balance disorders. In: 2013 7th International Symposium on Medical Information and Communication Technology (ISMICT), pp. 213–217. IEEE (2013) Funaya, H., Shibata, T., Wada, Y., Yamanaka, T.: Accuracy assessment of Kinect body tracker in instant posturography for balance disorders. In: 2013 7th International Symposium on Medical Information and Communication Technology (ISMICT), pp. 213–217. IEEE (2013)
12.
Zurück zum Zitat Garrido, J.E., Marset, I., Penichet, V.M., Lozano, M.D.: Balance disorder rehabilitation through movement interaction. In: Proceedings of the 7th International Conference on Pervasive Computing Technologies for Healthcare, pp. 319–322 (2013) Garrido, J.E., Marset, I., Penichet, V.M., Lozano, M.D.: Balance disorder rehabilitation through movement interaction. In: Proceedings of the 7th International Conference on Pervasive Computing Technologies for Healthcare, pp. 319–322 (2013)
13.
Zurück zum Zitat Gil-Gómez, J.-A., Gil-Gómez, H., Lozano-Quilis, J.-A., Manzano-Hernández, P., Albiol-Pérez, S., Aula-Valero, C.: SEQ: suitability evaluation questionnaire for virtual rehabilitation systems. Application in a virtual rehabilitation system for balance rehabilitation. In: Proceedings of the 7th International Conference on Pervasive Computing Technologies for Healthcare, pp. 335–338 (2013) Gil-Gómez, J.-A., Gil-Gómez, H., Lozano-Quilis, J.-A., Manzano-Hernández, P., Albiol-Pérez, S., Aula-Valero, C.: SEQ: suitability evaluation questionnaire for virtual rehabilitation systems. Application in a virtual rehabilitation system for balance rehabilitation. In: Proceedings of the 7th International Conference on Pervasive Computing Technologies for Healthcare, pp. 335–338 (2013)
14.
Zurück zum Zitat Hardy, S., Kern, A., Dutz, T., Weber, C., Göbel, S., Steinmetz, R.: What makes games challenging?: Considerations on how to determine the challenge posed by an exergame for balance training. In: Proceedings of the 2014 ACM International Workshop on Serious Games, pp. 57–62. ACM (2014) Hardy, S., Kern, A., Dutz, T., Weber, C., Göbel, S., Steinmetz, R.: What makes games challenging?: Considerations on how to determine the challenge posed by an exergame for balance training. In: Proceedings of the 2014 ACM International Workshop on Serious Games, pp. 57–62. ACM (2014)
15.
Zurück zum Zitat Jacobson, J., Redfern, M.S., Furman, J.M., Whitney, S.L., Sparto, P.J., Wilson, J.B., Hodges, L.F.: Balance nave: a virtual reality facility for research and rehabilitation of balance disorders. In: Proceedings of the ACM Symposium on Virtual Reality Software and Technology, pp. 103–109. ACM (2001) Jacobson, J., Redfern, M.S., Furman, J.M., Whitney, S.L., Sparto, P.J., Wilson, J.B., Hodges, L.F.: Balance nave: a virtual reality facility for research and rehabilitation of balance disorders. In: Proceedings of the ACM Symposium on Virtual Reality Software and Technology, pp. 103–109. ACM (2001)
16.
Zurück zum Zitat Jaume-i Capo, A., Martinez-Bueso, P., Moya-Alcover, B., Varona, J.: Interactive rehabilitation system for improvement of balance therapies in people with cerebral palsy. IEEE Trans. Neural Syst. Rehabil. Eng. 22(2), 419–427 (2014)CrossRef Jaume-i Capo, A., Martinez-Bueso, P., Moya-Alcover, B., Varona, J.: Interactive rehabilitation system for improvement of balance therapies in people with cerebral palsy. IEEE Trans. Neural Syst. Rehabil. Eng. 22(2), 419–427 (2014)CrossRef
17.
Zurück zum Zitat Jiang, D., Xu, Z., Lv, Z.: A multicast delivery approach with minimum energy consumption for wireless multi-hop networks. Telecommun. Syst., 1–12 (2015) Jiang, D., Xu, Z., Lv, Z.: A multicast delivery approach with minimum energy consumption for wireless multi-hop networks. Telecommun. Syst., 1–12 (2015)
18.
Zurück zum Zitat Jiang, D., Ying, X., Han, Y., Lv, Z.: Collaborative multi-hop routing in cognitive wireless networks. Wireless Pers. Commun., 1–23 (2015) Jiang, D., Ying, X., Han, Y., Lv, Z.: Collaborative multi-hop routing in cognitive wireless networks. Wireless Pers. Commun., 1–23 (2015)
19.
Zurück zum Zitat Leo, K., Tan, B.: User-tracking mobile floor projection virtual reality game system for paediatric gait & dynamic balance training. In: Proceedings of the 4th International Convention on Rehabilitation Engineering & Assistive Technology, p. 25 (2010) Leo, K., Tan, B.: User-tracking mobile floor projection virtual reality game system for paediatric gait & dynamic balance training. In: Proceedings of the 4th International Convention on Rehabilitation Engineering & Assistive Technology, p. 25 (2010)
20.
Zurück zum Zitat Liu, Y., Yang, J., Meng, Q., Lv, Z., Song, Z., Gao, Z.: Stereoscopic image quality assessment method based on binocular combination saliency model. Sig. Process. 125, 237–248 (2016)CrossRef Liu, Y., Yang, J., Meng, Q., Lv, Z., Song, Z., Gao, Z.: Stereoscopic image quality assessment method based on binocular combination saliency model. Sig. Process. 125, 237–248 (2016)CrossRef
21.
Zurück zum Zitat Luu, B.L., Huryn, T.P., Van der Loos, H., Croft, E.A., Blouin, J.: Validation of a robotic balance system for investigations in the control of human standing balance. IEEE Trans. Neural Syst. Rehabil. Eng. 19(4), 382–390 (2011)CrossRef Luu, B.L., Huryn, T.P., Van der Loos, H., Croft, E.A., Blouin, J.: Validation of a robotic balance system for investigations in the control of human standing balance. IEEE Trans. Neural Syst. Rehabil. Eng. 19(4), 382–390 (2011)CrossRef
22.
Zurück zum Zitat Lv, Z.: Bringing immersive enjoyment to hyperbaric oxygen chamber users using virtual reality glasses. In: Proceedings of the 3rd 2015 Workshop on ICTs for improving Patients Rehabilitation Research Techniques, pp. 156–159. ACM (2015) Lv, Z.: Bringing immersive enjoyment to hyperbaric oxygen chamber users using virtual reality glasses. In: Proceedings of the 3rd 2015 Workshop on ICTs for improving Patients Rehabilitation Research Techniques, pp. 156–159. ACM (2015)
23.
Zurück zum Zitat Lv, Z., Chirivella, J., Gagliardo, P.: Bigdata oriented multimedia mobile health applications. J. Med. Syst. 40(5), 1–10 (2016)CrossRef Lv, Z., Chirivella, J., Gagliardo, P.: Bigdata oriented multimedia mobile health applications. J. Med. Syst. 40(5), 1–10 (2016)CrossRef
24.
Zurück zum Zitat Lv, Z., Esteve, C., Chirivella, J., Gagliardo, P.: Clinical feedback and technology selection of game based dysphonic rehabilitation tool. In: 9th International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth2015). IEEE (2015) Lv, Z., Esteve, C., Chirivella, J., Gagliardo, P.: Clinical feedback and technology selection of game based dysphonic rehabilitation tool. In: 9th International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth2015). IEEE (2015)
25.
Zurück zum Zitat Lv, Z., Esteve, C., Chirivella, J., Gagliardo, P.: A game based assistive tool for rehabilitation of dysphonic patients. In: 2015 3rd IEEE VR International Workshop on Virtual and Augmented Assistive Technology (VAAT), pp. 9–14, March 2015 Lv, Z., Esteve, C., Chirivella, J., Gagliardo, P.: A game based assistive tool for rehabilitation of dysphonic patients. In: 2015 3rd IEEE VR International Workshop on Virtual and Augmented Assistive Technology (VAAT), pp. 9–14, March 2015
26.
Zurück zum Zitat Lv, Z., Esteve, C., Chirivella, J., Gagliardo, P.: Serious game based dysphonic rehabilitation tool. In: International Conference on Virtual Rehabilitation (ICVR2015). IEEE (2015) Lv, Z., Esteve, C., Chirivella, J., Gagliardo, P.: Serious game based dysphonic rehabilitation tool. In: International Conference on Virtual Rehabilitation (ICVR2015). IEEE (2015)
27.
Zurück zum Zitat Lv, Z., Feng, L., Li, H., Feng, S.: Hand-free motion interaction on Google glass. In: SIGGRAPH Asia 2014 Mobile Graphics and Interactive Applications. ACM (2014) Lv, Z., Feng, L., Li, H., Feng, S.: Hand-free motion interaction on Google glass. In: SIGGRAPH Asia 2014 Mobile Graphics and Interactive Applications. ACM (2014)
28.
Zurück zum Zitat Lv, Z., Feng, S., Feng, L., Li, H.: Extending touch-less interaction on vision based wearable device. In: 2015 IEEE Virtual Reality (VR), pp. 231–232, March 2015 Lv, Z., Feng, S., Feng, L., Li, H.: Extending touch-less interaction on vision based wearable device. In: 2015 IEEE Virtual Reality (VR), pp. 231–232, March 2015
29.
Zurück zum Zitat Lv, Z., Feng, S., Khan, M.S.L., Ur Réhman, S., Li, H.: Foot motion sensing: augmented game interface based on foot interaction for smartphone. In: CHI 2014 Extended Abstracts on Human Factors in Computing Systems, pp. 293–296. ACM (2014) Lv, Z., Feng, S., Khan, M.S.L., Ur Réhman, S., Li, H.: Foot motion sensing: augmented game interface based on foot interaction for smartphone. In: CHI 2014 Extended Abstracts on Human Factors in Computing Systems, pp. 293–296. ACM (2014)
30.
Zurück zum Zitat Lv, Z., Halawani, A., Feng, S., Li, H., Ur Réhman, S.: Multimodal hand and foot gesture interaction for handheld devices. ACM Trans. Multimedia Comput. Commun. Appl. (TOMM) 11(1s), 1–19 (2014)CrossRef Lv, Z., Halawani, A., Feng, S., Li, H., Ur Réhman, S.: Multimodal hand and foot gesture interaction for handheld devices. ACM Trans. Multimedia Comput. Commun. Appl. (TOMM) 11(1s), 1–19 (2014)CrossRef
31.
Zurück zum Zitat Lv, Z., Halawani, A., Feng, S., Ur Réhman, S., Li, H.: Touch-less interactive augmented reality game on vision-based wearable device. Pers. Ubiquit. Comput. 19(3–4), 551–567 (2015)CrossRef Lv, Z., Halawani, A., Feng, S., Ur Réhman, S., Li, H.: Touch-less interactive augmented reality game on vision-based wearable device. Pers. Ubiquit. Comput. 19(3–4), 551–567 (2015)CrossRef
32.
Zurück zum Zitat Lv, Z., Li, H.: Imagining in-air interaction for hemiplegia sufferer. In: International Conference on Virtual Rehabilitation (ICVR2015). IEEE (2015) Lv, Z., Li, H.: Imagining in-air interaction for hemiplegia sufferer. In: International Conference on Virtual Rehabilitation (ICVR2015). IEEE (2015)
33.
Zurück zum Zitat Lv, Z., Penades, V., Blasco, S., Chirivella, J., Gagliardo, P.: Comparing Kinect2 based balance measurement software to Wii Balance Board. In: Proceedings of the 3rd 2015 Workshop on ICTs for Improving Patients Rehabilitation Research Techniques, pp. 50–53. ACM (2015) Lv, Z., Penades, V., Blasco, S., Chirivella, J., Gagliardo, P.: Comparing Kinect2 based balance measurement software to Wii Balance Board. In: Proceedings of the 3rd 2015 Workshop on ICTs for Improving Patients Rehabilitation Research Techniques, pp. 50–53. ACM (2015)
34.
Zurück zum Zitat Lv, Z., Penades, V., Blasco, S., Chirivella, J., Gagliardo, P.: Intuitive evaluation of Kinect2 based balance measurement software. In; Proceedings of the 3rd 2015 Workshop on ICTs for Improving Patients Rehabilitation Research Techniques, pp. 62–65. ACM (2015) Lv, Z., Penades, V., Blasco, S., Chirivella, J., Gagliardo, P.: Intuitive evaluation of Kinect2 based balance measurement software. In; Proceedings of the 3rd 2015 Workshop on ICTs for Improving Patients Rehabilitation Research Techniques, pp. 62–65. ACM (2015)
35.
Zurück zum Zitat Lv, Z., Tek, A., Da Silva, F., Empereur-Mot, C., Chavent, M., Baaden, M.: Game on, science-how video game technology may help biologists tackle visualization challenges. PloS One 8(3), 57990 (2013)CrossRef Lv, Z., Tek, A., Da Silva, F., Empereur-Mot, C., Chavent, M., Baaden, M.: Game on, science-how video game technology may help biologists tackle visualization challenges. PloS One 8(3), 57990 (2013)CrossRef
36.
Zurück zum Zitat Muñoz, J.E., Chavarriaga, R., Lopez, D.S.: Application of hybrid BCI and exergames for balance rehabilitation after stroke. In: Proceedings of the 11th Conference on Advances in Computer Entertainment Technology, p. 67. ACM (2014) Muñoz, J.E., Chavarriaga, R., Lopez, D.S.: Application of hybrid BCI and exergames for balance rehabilitation after stroke. In: Proceedings of the 11th Conference on Advances in Computer Entertainment Technology, p. 67. ACM (2014)
37.
Zurück zum Zitat Oddsson, L.I., Konrad, J., Williams, S.R., Karlsson, R., Ince, S.: A rehabilitation tool for functional balance using altered gravity and virtual reality. In: 2006 International Workshop on Virtual Rehabilitation, pp. 193–196. IEEE Oddsson, L.I., Konrad, J., Williams, S.R., Karlsson, R., Ince, S.: A rehabilitation tool for functional balance using altered gravity and virtual reality. In: 2006 International Workshop on Virtual Rehabilitation, pp. 193–196. IEEE
38.
Zurück zum Zitat Pisan, Y., Marin, J.G., Navarro, K.F.: Improving lives: using Microsoft Kinect to predict the loss of balance for elderly users under cognitive load. In: Proceedings of The 9th Australasian Conference on Interactive Entertainment: Matters of Life and Death, p. 29. ACM (2013) Pisan, Y., Marin, J.G., Navarro, K.F.: Improving lives: using Microsoft Kinect to predict the loss of balance for elderly users under cognitive load. In: Proceedings of The 9th Australasian Conference on Interactive Entertainment: Matters of Life and Death, p. 29. ACM (2013)
39.
Zurück zum Zitat Ramachandran, R., Ramanna, L., Ghasemzadeh, H., Pradhan, G., Jafari, R., Prabhakaran, B.: Body sensor networks to evaluate standing balance: interpreting muscular activities based on inertial sensors. In: Proceedings of the 2nd International Workshop on Systems and Networking Support for Health Care and Assisted Living Environments, p. 4. ACM (2008) Ramachandran, R., Ramanna, L., Ghasemzadeh, H., Pradhan, G., Jafari, R., Prabhakaran, B.: Body sensor networks to evaluate standing balance: interpreting muscular activities based on inertial sensors. In: Proceedings of the 2nd International Workshop on Systems and Networking Support for Health Care and Assisted Living Environments, p. 4. ACM (2008)
40.
Zurück zum Zitat Schouten, A.C., Boonstra, T.A., Nieuwenhuis, F., Campfens, S., van der Kooij, H.: A bilateral ankle manipulator to investigate human balance control. IEEE Trans. Neural Syst. Rehabil. Eng. 19(6), 660–669 (2011)CrossRef Schouten, A.C., Boonstra, T.A., Nieuwenhuis, F., Campfens, S., van der Kooij, H.: A bilateral ankle manipulator to investigate human balance control. IEEE Trans. Neural Syst. Rehabil. Eng. 19(6), 660–669 (2011)CrossRef
41.
Zurück zum Zitat Khan, M.S.L., Lu, Z., Li, H., et al.: Head orientation modeling: Geometric head pose estimation using monocular camera. In: The 1st IEEE/IIAE International Conference on Intelligent Systems and Image Processing 2013, pp. 149–153 (2013) Khan, M.S.L., Lu, Z., Li, H., et al.: Head orientation modeling: Geometric head pose estimation using monocular camera. In: The 1st IEEE/IIAE International Conference on Intelligent Systems and Image Processing 2013, pp. 149–153 (2013)
42.
Zurück zum Zitat Wang, G., Tao, Y., Yu, D., Cao, C., Chen, H., Yao, C.: Trainer: a motion-based interactive game for balance rehabilitation training. In: Proceedings of the Adjunct Publication of the 27th Annual ACM Symposium on User Interface Software and Technology, pp. 75–76. ACM (2014) Wang, G., Tao, Y., Yu, D., Cao, C., Chen, H., Yao, C.: Trainer: a motion-based interactive game for balance rehabilitation training. In: Proceedings of the Adjunct Publication of the 27th Annual ACM Symposium on User Interface Software and Technology, pp. 75–76. ACM (2014)
43.
Zurück zum Zitat Wang, Y., Su, Y., Agrawal, G.: A novel approach for approximate aggregations over arrays. In: Proceedings of the 27th International Conference on Scientific and Statistical Database Management, p. 4. ACM (2015) Wang, Y., Su, Y., Agrawal, G.: A novel approach for approximate aggregations over arrays. In: Proceedings of the 27th International Conference on Scientific and Statistical Database Management, p. 4. ACM (2015)
44.
Zurück zum Zitat Wang, Y.-C., Huang, C.-K., Lee, W.-K., Hsu, Y.-P., Chen, L.-Y., Guo, H.-Y., Chang, Y.C., Wong, C.-L., Chiou, S.-C., Chang, J.-L., et al.: The convenient balance evaluation system. In: 2014 International Conference on Information Science, Electronics and Electrical Engineering (ISEEE), vol. 2, pp. 914–917. IEEE (2014) Wang, Y.-C., Huang, C.-K., Lee, W.-K., Hsu, Y.-P., Chen, L.-Y., Guo, H.-Y., Chang, Y.C., Wong, C.-L., Chiou, S.-C., Chang, J.-L., et al.: The convenient balance evaluation system. In: 2014 International Conference on Information Science, Electronics and Electrical Engineering (ISEEE), vol. 2, pp. 914–917. IEEE (2014)
45.
Zurück zum Zitat Yang, J., Chen, B., Zhou, J., Lv, Z.: A low-power and portable biomedical device for respiratory monitoring with a stable power source. Sensors 15(8), 19618–19632 (2015)CrossRef Yang, J., Chen, B., Zhou, J., Lv, Z.: A low-power and portable biomedical device for respiratory monitoring with a stable power source. Sensors 15(8), 19618–19632 (2015)CrossRef
46.
Zurück zum Zitat Yang, J., Lin, Y., Gao, Z., Lv, Z., Wei, W., Song, H.: Quality index for stereoscopic images by separately evaluating adding and subtracting. PloS One 10(12), e0145800 (2015)CrossRef Yang, J., Lin, Y., Gao, Z., Lv, Z., Wei, W., Song, H.: Quality index for stereoscopic images by separately evaluating adding and subtracting. PloS One 10(12), e0145800 (2015)CrossRef
47.
Zurück zum Zitat Yu, J., Skaff, S., Peng, L., Imai, F.: Leveraging knowledge-based inference for material classification. In: Proceedings of the 23rd Annual ACM Conference on Multimedia Conference, pp. 1243–1246. ACM (2015) Yu, J., Skaff, S., Peng, L., Imai, F.: Leveraging knowledge-based inference for material classification. In: Proceedings of the 23rd Annual ACM Conference on Multimedia Conference, pp. 1243–1246. ACM (2015)
48.
Zurück zum Zitat Yu, S., Ou, W., You, X., Mou, Y., Jiang, X., Tang, Y.: Single image rain streaks removal based on self-learning and structured sparse representation. In: 2015 IEEE China Summit and International Conference on Signal and Information Processing (ChinaSIP), pp. 215–219. IEEE (2015) Yu, S., Ou, W., You, X., Mou, Y., Jiang, X., Tang, Y.: Single image rain streaks removal based on self-learning and structured sparse representation. In: 2015 IEEE China Summit and International Conference on Signal and Information Processing (ChinaSIP), pp. 215–219. IEEE (2015)
49.
Zurück zum Zitat Yu, S., You, X., Zhao, K., Ou, W., Tang, Y.: Kernel normalized mixed-norm algorithm for system identification, pp. 1–6 (2015) Yu, S., You, X., Zhao, K., Ou, W., Tang, Y.: Kernel normalized mixed-norm algorithm for system identification, pp. 1–6 (2015)
50.
Zurück zum Zitat Zhang, S., Caragea, D., Ou, X.: An empirical study on using the national vulnerability database to predict software vulnerabilities. In: Hameurlain, A., Liddle, S.W., Schewe, K.-D., Zhou, X. (eds.) DEXA 2011. LNCS, vol. 6860, pp. 217–231. Springer, Heidelberg (2011). doi:10.1007/978-3-642-23088-2_15 CrossRef Zhang, S., Caragea, D., Ou, X.: An empirical study on using the national vulnerability database to predict software vulnerabilities. In: Hameurlain, A., Liddle, S.W., Schewe, K.-D., Zhou, X. (eds.) DEXA 2011. LNCS, vol. 6860, pp. 217–231. Springer, Heidelberg (2011). doi:10.​1007/​978-3-642-23088-2_​15 CrossRef
51.
Zurück zum Zitat Zhao, D., Zhang, Z., Zhou, X., Li, T., Wang, K., Kimpe, D., Carns, P., Ross, R., Raicu, I.: Fusionfs: toward supporting data-intensive scientific applications on extreme-scale high-performance computing systems. In: 2014 IEEE International Conference on Big Data (Big Data), pp. 61–70. IEEE (2014) Zhao, D., Zhang, Z., Zhou, X., Li, T., Wang, K., Kimpe, D., Carns, P., Ross, R., Raicu, I.: Fusionfs: toward supporting data-intensive scientific applications on extreme-scale high-performance computing systems. In: 2014 IEEE International Conference on Big Data (Big Data), pp. 61–70. IEEE (2014)
Metadaten
Titel
Intuitively Evaluating Balance Measurement Software Using Kinect2
verfasst von
Zhihan Lv
Vicente Penades
Sonia Blasco
Javier Chirivella
Pablo Gagliardo
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-69694-2_8

Neuer Inhalt