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2016 | OriginalPaper | Buchkapitel

Maintain and Improve Mental Health by Smart Virtual Reality Serious Games

verfasst von : András Sárkány, Zoltán Tősér, Anita L. Verő, András Lőrincz, Takumi  Toyama, Ehsan N. Toosi, Daniel Sonntag

Erschienen in: Pervasive Computing Paradigms for Mental Health

Verlag: Springer International Publishing

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Abstract

Serious games for mental health is seen as the groundwork for assistive technology to maintain and improve mental health. We present a technical system layout we partly implemented for demonstration purposes and highlight vision-based perception and manipulation capabilities. These include physical interactions employing artificial general intelligence in virtual reality applications. We employ hand gesture tracking, as well as an Oculus Rift integrated gaze and eye tracking system. The resulting serious games should eventually cover daily life activities, which we additionally monitor. The dynamic and contextual modelling of obstacles are central issues, and capabilities required for serious games include knowledge about the 3D world. Such knowledge include gaze and hand sensors interpretations for multimedia information extraction in causal relationships. Towards this goal, we envision to make use of virtual reality with a physics engine (rigid and soft body dynamics including collision detection) for the observed objects. We also exploit semantic networks to enable the machine to filter information and infer ongoing complex events including hidden BDI (beliefs, desires, intentions) variables. We see this combination of employed technology as the relevant groundwork for reaching human-level general intelligence and to enable real-world applications. Future applications and user groups we target on include dementia patients.

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Literatur
1.
Zurück zum Zitat Antol, S., Zitnick, C.L., Parikh, D.: Zero-shot learning via visual abstraction. In: Fleet, D., Pajdla, T., Schiele, B., Tuytelaars, T. (eds.) ECCV 2014, Part IV. LNCS, vol. 8692, pp. 401–416. Springer, Heidelberg (2014) Antol, S., Zitnick, C.L., Parikh, D.: Zero-shot learning via visual abstraction. In: Fleet, D., Pajdla, T., Schiele, B., Tuytelaars, T. (eds.) ECCV 2014, Part IV. LNCS, vol. 8692, pp. 401–416. Springer, Heidelberg (2014)
2.
Zurück zum Zitat Borji, A., Lennartz, A., Pomplun, M.: What do eyes reveal about the mind?: algorithmic inference of search targets from fixations. Neurocomputing 149, 788–799 (2015)CrossRef Borji, A., Lennartz, A., Pomplun, M.: What do eyes reveal about the mind?: algorithmic inference of search targets from fixations. Neurocomputing 149, 788–799 (2015)CrossRef
4.
Zurück zum Zitat Cleary, J.G., Witten, I.H.: Data compression using adaptive coding and partial string matching. IEEE Trans. Commun. 32(4), 396–402 (1984)CrossRef Cleary, J.G., Witten, I.H.: Data compression using adaptive coding and partial string matching. IEEE Trans. Commun. 32(4), 396–402 (1984)CrossRef
5.
Zurück zum Zitat Cohene, T., Baecker, R., Marziali, E., Mindy, S.: Memories of a life: a design case study for alzheimer’s disease. In: Lazar, J. (ed.) Universal Usability, pp. 357–387. Wiley, Chichester (2007) Cohene, T., Baecker, R., Marziali, E., Mindy, S.: Memories of a life: a design case study for alzheimer’s disease. In: Lazar, J. (ed.) Universal Usability, pp. 357–387. Wiley, Chichester (2007)
6.
Zurück zum Zitat Dai, P., Lin, C.H., Weld, D.S., et al.: Pomdp-based control of workflows for crowdsourcing. Artif. Intell. 202, 52–85 (2013)MathSciNetCrossRefMATH Dai, P., Lin, C.H., Weld, D.S., et al.: Pomdp-based control of workflows for crowdsourcing. Artif. Intell. 202, 52–85 (2013)MathSciNetCrossRefMATH
7.
Zurück zum Zitat Douglas, S., James, I., Ballard, C.: Non-pharmacological interventions in dementia. Adv. Psychiatr. Treat. 10(3), 171–177 (2004)CrossRef Douglas, S., James, I., Ballard, C.: Non-pharmacological interventions in dementia. Adv. Psychiatr. Treat. 10(3), 171–177 (2004)CrossRef
8.
Zurück zum Zitat Gabrilovich, E., Markovitch, S.: Computing semantic relatedness using wikipedia-based explicit semantic analysis. In: IJCAI, vol. 7, pp. 1606–1611 (2007) Gabrilovich, E., Markovitch, S.: Computing semantic relatedness using wikipedia-based explicit semantic analysis. In: IJCAI, vol. 7, pp. 1606–1611 (2007)
9.
Zurück zum Zitat Gharsellaoui, S., Selouani, S.A., Dahmane, A.O.: Automatic emotion recognition using auditory and prosodic indicative features. In: 2015 IEEE 28th Canadian Conference on Electrical and Computer Engineering (CCECE), pp. 1265–1270. IEEE (2015) Gharsellaoui, S., Selouani, S.A., Dahmane, A.O.: Automatic emotion recognition using auditory and prosodic indicative features. In: 2015 IEEE 28th Canadian Conference on Electrical and Computer Engineering (CCECE), pp. 1265–1270. IEEE (2015)
10.
11.
Zurück zum Zitat Jeni, L.A., Lőrincz, A., Szabó, Z., Cohn, J.F., Kanade, T.: Spatio-temporal event classification using time-series kernel based structured sparsity. In: Fleet, D., Pajdla, T., Schiele, B., Tuytelaars, T. (eds.) ECCV 2014, Part IV. LNCS, vol. 8692, pp. 135–150. Springer, Heidelberg (2014) Jeni, L.A., Lőrincz, A., Szabó, Z., Cohn, J.F., Kanade, T.: Spatio-temporal event classification using time-series kernel based structured sparsity. In: Fleet, D., Pajdla, T., Schiele, B., Tuytelaars, T. (eds.) ECCV 2014, Part IV. LNCS, vol. 8692, pp. 135–150. Springer, Heidelberg (2014)
12.
Zurück zum Zitat Jonson, R.: Picture Communication Symbols. Mayer-Johnson, Solana Beach (1985) Jonson, R.: Picture Communication Symbols. Mayer-Johnson, Solana Beach (1985)
13.
Zurück zum Zitat Lin, X., Parikh, D.: Don’t just listen, use your imagination: leveraging visual common sense for non-visual tasks. arXiv preprint arXiv:1502.06108 (2015) Lin, X., Parikh, D.: Don’t just listen, use your imagination: leveraging visual common sense for non-visual tasks. arXiv preprint arXiv:​1502.​06108 (2015)
14.
Zurück zum Zitat Liu, H., Singh, P.: Conceptnet – a practical commonsense reasoning tool-kit. BT Technol. J. 22(4), 211–226 (2004)MathSciNetCrossRef Liu, H., Singh, P.: Conceptnet – a practical commonsense reasoning tool-kit. BT Technol. J. 22(4), 211–226 (2004)MathSciNetCrossRef
15.
Zurück zum Zitat Lőrincz, A.: Revolution in health and wellbeing. KI-Künstliche Intelligenz 29(2), 219–222 (2015)CrossRef Lőrincz, A.: Revolution in health and wellbeing. KI-Künstliche Intelligenz 29(2), 219–222 (2015)CrossRef
16.
Zurück zum Zitat Mnih, V., Kavukcuoglu, K., Silver, D., Rusu, A.A., Veness, J., Bellemare, M.G., Graves, A., Riedmiller, M., Fidjeland, A.K., Ostrovski, G., et al.: Human-level control through deep reinforcement learning. Nature 518(7540), 529–533 (2015)CrossRef Mnih, V., Kavukcuoglu, K., Silver, D., Rusu, A.A., Veness, J., Bellemare, M.G., Graves, A., Riedmiller, M., Fidjeland, A.K., Ostrovski, G., et al.: Human-level control through deep reinforcement learning. Nature 518(7540), 529–533 (2015)CrossRef
17.
Zurück zum Zitat Oberweger, M., Wohlhart, P., Lepetit, V.: Hands deep in deep learning for hand pose estimation. arXiv preprint arXiv:1502.06807 (2015) Oberweger, M., Wohlhart, P., Lepetit, V.: Hands deep in deep learning for hand pose estimation. arXiv preprint arXiv:​1502.​06807 (2015)
18.
Zurück zum Zitat Pintér, B., Vörös, G., Palotai, Z., Szabó, Z., Lőrincz, A.: Determining unintelligible words from their textual contexts. Procedia Soc. Behav. Sci. 73, 101–108 (2013)CrossRef Pintér, B., Vörös, G., Palotai, Z., Szabó, Z., Lőrincz, A.: Determining unintelligible words from their textual contexts. Procedia Soc. Behav. Sci. 73, 101–108 (2013)CrossRef
19.
Zurück zum Zitat Pintér, B., Vörös, G., Szabó, Z., Lőrincz, A.: Wikifying novel words to mixtures of wikipedia senses by structured sparse coding. In: Fred, A., De Marsico, M. (eds.) Pattern Recogn. Appl. Methods, pp. 241–255. Springer, Heidelberg (2015) Pintér, B., Vörös, G., Szabó, Z., Lőrincz, A.: Wikifying novel words to mixtures of wikipedia senses by structured sparse coding. In: Fred, A., De Marsico, M. (eds.) Pattern Recogn. Appl. Methods, pp. 241–255. Springer, Heidelberg (2015)
20.
Zurück zum Zitat Song, C., Qu, Z., Blumm, N., Barabási, A.L.: Limits of predictability in human mobility. Science 327(5968), 1018–1021 (2010)MathSciNetCrossRefMATH Song, C., Qu, Z., Blumm, N., Barabási, A.L.: Limits of predictability in human mobility. Science 327(5968), 1018–1021 (2010)MathSciNetCrossRefMATH
21.
Zurück zum Zitat Speer, R., Havasi, C.: Representing general relational knowledge in conceptnet 5. In: LREC, pp. 3679–3686 (2012) Speer, R., Havasi, C.: Representing general relational knowledge in conceptnet 5. In: LREC, pp. 3679–3686 (2012)
23.
Zurück zum Zitat Taulbee, L.R., Folsom, J.C.: Reality orientation for geriatric patients. Psychiatr. Serv. 17(5), 133–135 (1966)CrossRef Taulbee, L.R., Folsom, J.C.: Reality orientation for geriatric patients. Psychiatr. Serv. 17(5), 133–135 (1966)CrossRef
24.
Zurück zum Zitat Toyama, T., Sonntag, D.: Towards episodic memory support for dementia patients by recognizing objects, faces and text in eye gaze. In: Hölldobler, S., Krötzsch, M., Peñaloza, R., Rudolph, S. (eds.) KI 2015. LNCS, vol. 9324, pp. 316–323. Springer, Heidelberg (2015). doi:10.1007/978-3-319-24489-1_29 CrossRef Toyama, T., Sonntag, D.: Towards episodic memory support for dementia patients by recognizing objects, faces and text in eye gaze. In: Hölldobler, S., Krötzsch, M., Peñaloza, R., Rudolph, S. (eds.) KI 2015. LNCS, vol. 9324, pp. 316–323. Springer, Heidelberg (2015). doi:10.​1007/​978-3-319-24489-1_​29 CrossRef
25.
Zurück zum Zitat Vörös, G., Verő, A., Pintér, B., Miksztai-Réthey, B., Toyama, T., Lőrincz, A., Sonntag, D.: Towards a smart wearable tool to enable people with SSPI to communicate by sentence fragments. In: Cipresso, P., Matic, A., Lopez, G. (eds.) MindCare 2014. LNICST, vol. 100, pp. 90–99. Springer, Heidelberg (2014) Vörös, G., Verő, A., Pintér, B., Miksztai-Réthey, B., Toyama, T., Lőrincz, A., Sonntag, D.: Towards a smart wearable tool to enable people with SSPI to communicate by sentence fragments. In: Cipresso, P., Matic, A., Lopez, G. (eds.) MindCare 2014. LNICST, vol. 100, pp. 90–99. Springer, Heidelberg (2014)
26.
Zurück zum Zitat Woods, B., Aguirre, E., Spector, A.E., Orrell, M.: Cognitive stimulation to improve cognitive functioning in people with dementia. Cochrane Database Syst Rev 2 (2012) Woods, B., Aguirre, E., Spector, A.E., Orrell, M.: Cognitive stimulation to improve cognitive functioning in people with dementia. Cochrane Database Syst Rev 2 (2012)
27.
Zurück zum Zitat Zhang, X., Sugano, Y., Fritz, M., Bulling, A.: Appearance-based gaze estimation in the wild. In: 2015 IEEE Conference on Computer Vision and Pattern Recognition. IEEE Computer Society (2015) Zhang, X., Sugano, Y., Fritz, M., Bulling, A.: Appearance-based gaze estimation in the wild. In: 2015 IEEE Conference on Computer Vision and Pattern Recognition. IEEE Computer Society (2015)
28.
Zurück zum Zitat Zitnick, C.L., Parikh, D., Tech, V.: Bringing semantics into focus using visual abstraction. In: 2013 IEEE Conference on Computer Vision and Pattern Recognition (CVPR). IEEE (2013) Zitnick, C.L., Parikh, D., Tech, V.: Bringing semantics into focus using visual abstraction. In: 2013 IEEE Conference on Computer Vision and Pattern Recognition (CVPR). IEEE (2013)
29.
Zurück zum Zitat Zygouris, S., Giakoumis, D., Votis, K., Doumpoulakis, S., Ntovas, K., Segkouli, S., Karagiannidis, C., Tzovaras, D., Tsolaki, M.: Can a virtual reality cognitive training application fulfill a dual role? Using the virtual supermarket cognitive training application as a screening tool for mild cognitive impairment. J. Alzheimers Dis. 40, 1–10 (2014) Zygouris, S., Giakoumis, D., Votis, K., Doumpoulakis, S., Ntovas, K., Segkouli, S., Karagiannidis, C., Tzovaras, D., Tsolaki, M.: Can a virtual reality cognitive training application fulfill a dual role? Using the virtual supermarket cognitive training application as a screening tool for mild cognitive impairment. J. Alzheimers Dis. 40, 1–10 (2014)
Metadaten
Titel
Maintain and Improve Mental Health by Smart Virtual Reality Serious Games
verfasst von
András Sárkány
Zoltán Tősér
Anita L. Verő
András Lőrincz
Takumi  Toyama
Ehsan N. Toosi
Daniel Sonntag
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-32270-4_22

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