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http://dx.doi.org/10.9728/dcs.2017.18.7.1249

Image Recognition and Clustering for Virtual Reality based on Cognitive Rehabilitation Contents  

Choi, KwonTaeg (Division of Software Application, Kangnam University)
Publication Information
Journal of Digital Contents Society / v.18, no.7, 2017 , pp. 1249-1257 More about this Journal
Abstract
Due to the 4th industrial revolution and an aged society, many studies are being conducted to apply virtual reality to medical field. Research on dementia is especially active. This paper proposes virtual reality based on cognitive rehabilitation contents using image recognition and clustering method to improve cognitive and physical disabilities caused by dementia. Unlike the existing cognitive rehabilitation system, this paper uses travel photos that reflect the memories of the subjects to be treated. In order to generate automated cognitive rehabilitation contents, we extract face information, food pictures, place information, and time information from photographs, and normalization is performed for clustering. And we present scenarios that can be used as cognitive rehabilitation contents using travel photos in virtual reality space.
Keywords
Cognitive Rehabilitation; Deep Learning; Image Recognition; Photo Clustering; Virtual Reality;
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Times Cited By KSCI : 3  (Citation Analysis)
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1 Mansik Kim, Jungho Kang and Moon-seong Jun, 2016, "Market and Technical Trends of VR Technologies," The Korea Contents Association Review, Vol. 14, No. 4, pp. 14-16.
2 K.-E. Chang, J. Zhang, T.-C. Liu, "Workshop on Virtual, Augmented and Mixed Reality in Education (VAMrE 2017) Summary", 2017 IEEE International Symposium on Mixed and Augmented Reality (ISMAR-Adjunct), Pages: 293 - 293.
3 Jiyoung Kang, 2017, "Study on Characteristics of Digital Realism Aspect for HMD based Virtual Reality Films," Journal of Digital Contents Society, Vol. 18, No. 5, pp. 849-858.   DOI
4 C. S. Kim, Y. H. Kwon, 2005, "Therapeutic Virtual Reality Program in Chronic Stroke Patients Recovery of Upper Extremity and Neuronal Reorganization", Journal of Special Education & Rehabilitation Science, 44(1), 87-106.
5 Flynn, D., Van Schaik P., Blackman, T., and Femcott, C., 2003, "Developing a Virtual Reality-Based Methodology for People with Dementia: A Feasibility Study", CyberPsychology, 6(6), 591-611.   DOI
6 Larson EB, Feigon M, Gagliardo P3, Dvorkin AY, "Virtual reality and cognitive rehabilitation: a review of current outcome research", NeuroRehabilitation. 2014;34(4):759-72.
7 M. I. Khan, A. Prado, S. K. Agrawal, "Effects of Virtual Reality Training With Trunk Support Trainer (TruST) on Postural Kinematics Sign In or Purchase", IEEE Robotics and Automation Letters ( Volume: 2, Issue: 4, Oct. 2017.
8 Y. G. Kim, 2011, Development of a Korean Computer-based Cognitive Rehabilitation Program (CoTras) for Patients with Cognitive Disabilities and the Validation of it's Effects. Pusan National University in South Korea, 34-9.
9 W. H. Kim, J. H. Chang, 2017, "A system for efficient checkup and management of dementia using a smart-phone", Asia-pacific Journal of Multimedia Services Convergent with Art, Humanities, and Sociology, 7(1): 577-585.
10 H. R. Lee, J. Y. Kim, and D. S. Han, 2012, "A Survey on the Cognitive Rehabilitation of Occupational Therapy in Korea", Journal of Korean Society of Occupational Therapy, 20(2): 73-84.
11 C. Otto, B. Klare, A. K. Jain, "An Efficient Approach for Clustering Face Images", IAPR International Conference on Biometrics 2015.
12 S.-H. Han, E.-J. Jo, D.-h. Noh, K.-Y. Kam, "Effects of Korean Computer-Based Cognitive Rehabilitation Program (CoTras) on Frontal-Executive Functions in Patients with Traumatic Brain Injury", Journal of the Korea Academia-Industrial cooperation Society, Vol. 16, No. 5 pp. 3344-3352, 2015   DOI
13 Lee Gayoung and Kim Sunhee K., "A literature review on the use of photography and digital images in art therapy," The Korean Journal of Arts Studies, No. 13, pp. 219-241.
14 S. Xia, H. Pan, A.K. Qin, "Face Clustering in Photo Album", ICPR 2014.