Skip to main content

2016 | OriginalPaper | Buchkapitel

Visual and Human-Interpretable Feedback for Assisting Physical Activity

verfasst von : Michel Antunes, Renato Baptista, Girum Demisse, Djamila Aouada, Björn Ottersten

Erschienen in: Computer Vision – ECCV 2016 Workshops

Verlag: Springer International Publishing

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

search-config
loading …

Abstract

Physical activity is essential for stroke survivors for recovering some autonomy in daily life activities. Post-stroke patients are initially subject to physical therapy under the supervision of a health professional, but due to economical aspects, home based rehabilitation is eventually suggested. In order to support the physical activity of stroke patients at home, this paper presents a system for guiding the user in how to properly perform certain actions and movements. This is achieved by presenting feedback in form of visual information and human-interpretable messages. The core of the proposed approach is the analysis of the motion required for aligning body-parts with respect to a template skeleton pose, and how this information can be presented to the user in form of simple recommendations. Experimental results in three datasets show the potential of the proposed framework.

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 Andlin-Sobocki, P., Jönsson, B., Wittchen, H.U., Olesen, J.: Cost of disorders of the brain in europe. Eur. J. Neurol. (2005) Andlin-Sobocki, P., Jönsson, B., Wittchen, H.U., Olesen, J.: Cost of disorders of the brain in europe. Eur. J. Neurol. (2005)
2.
Zurück zum Zitat Burke, J.W., McNeill, M., Charles, D., Morrow, P.J., Crosbie, J., McDonough, S.: Serious games for upper limb rehabilitation following stroke. In: Conference on Games and Virtual Worlds for Serious Applications, VS-GAMES 2009. IEEE (2009) Burke, J.W., McNeill, M., Charles, D., Morrow, P.J., Crosbie, J., McDonough, S.: Serious games for upper limb rehabilitation following stroke. In: Conference on Games and Virtual Worlds for Serious Applications, VS-GAMES 2009. IEEE (2009)
3.
Zurück zum Zitat Chaaraoui, A.A., Climent-Pérez, P., Flórez-Revuelta, F.: A review on vision techniques applied to human behaviour analysis for ambient-assisted living. Expert Syst. Appl. 39(12), 10873–10888 (2012)CrossRef Chaaraoui, A.A., Climent-Pérez, P., Flórez-Revuelta, F.: A review on vision techniques applied to human behaviour analysis for ambient-assisted living. Expert Syst. Appl. 39(12), 10873–10888 (2012)CrossRef
4.
Zurück zum Zitat Chaudhry, R., Ofli, F., Kurillo, G., Bajcsy, R., Vidal, R.: Bio-inspired dynamic 3d discriminative skeletal features for human action recognition. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops (2013) Chaudhry, R., Ofli, F., Kurillo, G., Bajcsy, R., Vidal, R.: Bio-inspired dynamic 3d discriminative skeletal features for human action recognition. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops (2013)
5.
Zurück zum Zitat Cicerone, K.D., Langenbahn, D.M., Braden, C., Malec, J.F., Kalmar, K., Fraas, M., Felicetti, T., Laatsch, L., Harley, J.P., Bergquist, T., et al.: Evidence-based cognitive rehabilitation: updated review of the literature from 2003 through 2008. Archives of physical medicine and rehabilitation (2011) Cicerone, K.D., Langenbahn, D.M., Braden, C., Malec, J.F., Kalmar, K., Fraas, M., Felicetti, T., Laatsch, L., Harley, J.P., Bergquist, T., et al.: Evidence-based cognitive rehabilitation: updated review of the literature from 2003 through 2008. Archives of physical medicine and rehabilitation (2011)
6.
Zurück zum Zitat Hondori, H.M., Khademi, M., Dodakian, L., Cramer, S.C., Lopes, C.V.: A spatial augmented reality rehab system for post-stroke hand rehabilitation. In: MMVR (2013) Hondori, H.M., Khademi, M., Dodakian, L., Cramer, S.C., Lopes, C.V.: A spatial augmented reality rehab system for post-stroke hand rehabilitation. In: MMVR (2013)
7.
Zurück zum Zitat Kato, P.M.: Video games in health care: Closing the gap. Rev. Gen. Psychol. (2010) Kato, P.M.: Video games in health care: Closing the gap. Rev. Gen. Psychol. (2010)
8.
Zurück zum Zitat Kwakkel, G., Kollen, B.J., Krebs, H.I.: Effects of robot-assisted therapy on upper limb recovery after stroke: a systematic review. Neurorehabilitation Neural Repair (2007) Kwakkel, G., Kollen, B.J., Krebs, H.I.: Effects of robot-assisted therapy on upper limb recovery after stroke: a systematic review. Neurorehabilitation Neural Repair (2007)
9.
Zurück zum Zitat Langhorne, P., Taylor, G., Murray, G., Dennis, M., Anderson, C., Bautz-Holter, E., Dey, P., Indredavik, B., Mayo, N., Power, M., et al.: Early supported discharge services for stroke patients: a meta-analysis of individual patients’ data. The Lancet (2005) Langhorne, P., Taylor, G., Murray, G., Dennis, M., Anderson, C., Bautz-Holter, E., Dey, P., Indredavik, B., Mayo, N., Power, M., et al.: Early supported discharge services for stroke patients: a meta-analysis of individual patients’ data. The Lancet (2005)
10.
Zurück zum Zitat Li, W., Zhang, Z., Liu, Z.: Action recognition based on a bag of 3d points. In: Workshop on Human Activity Understanding from 3D Data (2010) Li, W., Zhang, Z., Liu, Z.: Action recognition based on a bag of 3d points. In: Workshop on Human Activity Understanding from 3D Data (2010)
11.
Zurück zum Zitat Lillo, I., Soto, A., Niebles, J.: Discriminative hierarchical modeling of spatio-temporally composable human activities. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (2014) Lillo, I., Soto, A., Niebles, J.: Discriminative hierarchical modeling of spatio-temporally composable human activities. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (2014)
12.
Zurück zum Zitat Mousavi Hondori, H., Khademi, M.: A review on technical and clinical impact of microsoft kinect on physical therapy and rehabilitation. J. Med. Eng. 2014, 16 (2014) Mousavi Hondori, H., Khademi, M.: A review on technical and clinical impact of microsoft kinect on physical therapy and rehabilitation. J. Med. Eng. 2014, 16 (2014)
13.
Zurück zum Zitat Ofli, F., Kurillo, G., Obdrzálek, S., Bajcsy, R., Jimison, H.B., Pavel, M.: Design and evaluation of an interactive exercise coaching system for older adults: lessons learned. IEEE J. Biomed. Health Inf. 20(1), 201–212 (2016)CrossRef Ofli, F., Kurillo, G., Obdrzálek, S., Bajcsy, R., Jimison, H.B., Pavel, M.: Design and evaluation of an interactive exercise coaching system for older adults: lessons learned. IEEE J. Biomed. Health Inf. 20(1), 201–212 (2016)CrossRef
14.
Zurück zum Zitat Pirsiavash, H., Vondrick, C., Torralba, A.: Assessing the quality of actions. In: Fleet, D., Pajdla, T., Schiele, B., Tuytelaars, T. (eds.) ECCV 2014, Part VI. LNCS, vol. 8694, pp. 556–571. Springer, Heidelberg (2014) Pirsiavash, H., Vondrick, C., Torralba, A.: Assessing the quality of actions. In: Fleet, D., Pajdla, T., Schiele, B., Tuytelaars, T. (eds.) ECCV 2014, Part VI. LNCS, vol. 8694, pp. 556–571. Springer, Heidelberg (2014)
15.
Zurück zum Zitat Rabiner, L., Juang, B.H.: Fundamentals of speech recognition. Prentice hall (1993) Rabiner, L., Juang, B.H.: Fundamentals of speech recognition. Prentice hall (1993)
16.
Zurück zum Zitat Sucar, L.E., Luis, R., Leder, R., Hernandez, J., Sanchez, I.: Gesture therapy: a vision-based system for upper extremity stroke rehabilitation. In: 2010 Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) (2010) Sucar, L.E., Luis, R., Leder, R., Hernandez, J., Sanchez, I.: Gesture therapy: a vision-based system for upper extremity stroke rehabilitation. In: 2010 Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) (2010)
17.
Zurück zum Zitat Sun, F., Norman, I.J., While, A.E.: Physical activity in older people: a systematic review. BMC Public Health (2013) Sun, F., Norman, I.J., While, A.E.: Physical activity in older people: a systematic review. BMC Public Health (2013)
18.
Zurück zum Zitat Tao, L., Paiement, A., Aldamen, D., Mirmehdi, M., Hannuna, S., Camplani, M., Burghardt, T., Craddock, I.: A comparative study of pose representation and dynamics modelling for online motion quality assessment. Comput. Vis. Image Underst. 11 (2016) Tao, L., Paiement, A., Aldamen, D., Mirmehdi, M., Hannuna, S., Camplani, M., Burghardt, T., Craddock, I.: A comparative study of pose representation and dynamics modelling for online motion quality assessment. Comput. Vis. Image Underst. 11 (2016)
19.
Zurück zum Zitat Tao, L., Vidal, R.: Moving poselets: A discriminative and interpretable skeletal motion representation for action recognition. In: ChaLearn Looking at People Workshop. 2015 (2015) Tao, L., Vidal, R.: Moving poselets: A discriminative and interpretable skeletal motion representation for action recognition. In: ChaLearn Looking at People Workshop. 2015 (2015)
20.
Zurück zum Zitat Veerbeek, J.M., van Wegen, E., van Peppen, R., van der Wees, P.J., Hendriks, E., Rietberg, M., Kwakkel, G.: What is the evidence for physical therapy poststroke? a systematic review and meta-analysis. PloS one (2014) Veerbeek, J.M., van Wegen, E., van Peppen, R., van der Wees, P.J., Hendriks, E., Rietberg, M., Kwakkel, G.: What is the evidence for physical therapy poststroke? a systematic review and meta-analysis. PloS one (2014)
21.
Zurück zum Zitat Vemulapalli, R., Arrate, F., Chellappa, R.: Human action recognition by representing 3d skeletons as points in a lie group. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (2014) Vemulapalli, R., Arrate, F., Chellappa, R.: Human action recognition by representing 3d skeletons as points in a lie group. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (2014)
22.
Zurück zum Zitat Wang, C., Wang, Y., Yuille, A.: An approach to pose-based action recognition. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (2013) Wang, C., Wang, Y., Yuille, A.: An approach to pose-based action recognition. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (2013)
23.
Zurück zum Zitat Wang, R., Medioni, G., Winstein, C., Blanco, C.: Home monitoring musculo-skeletal disorders with a single 3d sensor. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops (2013) Wang, R., Medioni, G., Winstein, C., Blanco, C.: Home monitoring musculo-skeletal disorders with a single 3d sensor. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops (2013)
24.
Zurück zum Zitat Xia, L., Chen, C.C., Aggarwal, J.K.: View invariant human action recognition using histograms of 3d joints. In: Workshop on Human Activity Understanding from 3D Data (2012) Xia, L., Chen, C.C., Aggarwal, J.K.: View invariant human action recognition using histograms of 3d joints. In: Workshop on Human Activity Understanding from 3D Data (2012)
25.
Zurück zum Zitat Zhou, H., Hu, H.: Human motion tracking for rehabilitationa survey. Biomed. Signal Process. Control 3(1), 1–18 (2008)CrossRef Zhou, H., Hu, H.: Human motion tracking for rehabilitationa survey. Biomed. Signal Process. Control 3(1), 1–18 (2008)CrossRef
Metadaten
Titel
Visual and Human-Interpretable Feedback for Assisting Physical Activity
verfasst von
Michel Antunes
Renato Baptista
Girum Demisse
Djamila Aouada
Björn Ottersten
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-48881-3_9