Abstract
In this paper we discuss the evaluation of neural networks in accordance with medical image classification and analysis. We also summarize the existing databases with images which could be used for training deep models that can be later utilized in remote home-based health care systems. In particular, we propose methods for remote video-based estimation of patient vital signs and other health-related parameters. Additionally, potential challenges of using, storing and transferring sensitive patient data are discussed.
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- Category:
- Articles
- Type:
- artykuły w czasopismach recenzowanych i innych wydawnictwach ciągłych
- Published in:
-
TASK Quarterly
no. 21,
pages 309 - 319,
ISSN: 1428-6394 - Language:
- English
- Publication year:
- 2017
- Bibliographic description:
- Kwaśniewska A., Giczewska A., Rumiński J.: BIG DATA SIGNIFICANCE IN REMOTE MEDICAL DIAGNOSTICS BASED ON DEEP LEARNING TECHNIQUES// TASK Quarterly. -Vol. 21., nr. 4 (2017), s.309-319
- DOI:
- Digital Object Identifier (open in new tab) 10.17466/tq2017/21.4/s
- Bibliography: test
-
- Moody's Investors Service 2014 Population Aging Will Dampen Economic Growth over the Next Two Decades, Global Credit Research [Online] available at: https://www .moodys.com/research/Moodys-Aging-will-reduce-economic-growth-worldwide-in -the-next--PR 305951 [Accessed: 15-May-2017] open in new tab
- Yu Y P, Raveendran P and Lim C L 2015 Biomedical Optics Express 6 (7) 2466 open in new tab
- Stella Mary M C V, Rajsingh E B and Naik G R 2016 IEEE Access 4 4327
- Ruminski J and Kwasniewska A 2017 Application of Infrared to Biomedical Sciences Ng E Y K and EtehadTavakol M (ed.), Springer 311 open in new tab
- Liu X, Dong S, An M, Bai L and Luan J 2015 Quantitative assessment of facial paralysis using infrared thermal imaging, 8 th International Conference on Biomedical Engineering and Informatics 106 open in new tab
- Ivakhnenko A G and Lapa V G 1965 Cybernetic Predicting Devices, CCM Information Corporation open in new tab
- Goodfellow I, Bengio Y and Courville A 2017 Deep Learning, MIT Press
- De Mauro A, Greco M and Grimaldi M 2016 Library Review 65 (3) 122
- Kyoungyoung J and Gang Hoon K 2013 Healthcare Informatics Research 19 (2) 79
- Rumelhart D E, Hinton G E, and Williams R J 1986 Parallel Distributed Processing, MIT Press, 1 (chapter 8) 318
- Hinton G E 1986 Learning distributed representations of concepts, Proceedings of the 8 th Annual Conference of the Cognitive Science Society 1
- Hinton G E 2007 Trends in Cognitive Sciences 11 (10) 428 open in new tab
- Bengio Y, Lamblin P, Popovici D and Larochelle H 2007 Greedy layer-wise training of deep networks, Neural Information Processing Systems 153 open in new tab
- Krizhevsky A, Sutskever I and Hinton G E 2012 ImageNet Classification with Deep Convolutional Neural Networks, Neural Information Processing Systems 1097 open in new tab
- Szegedy C, Liu W, Jia Y, Sermanet P, Reed S, Anguelov D, Erhan D, Vanhoucke V, Rabinovich V 2015 Going deeper with convolutions, IEEE Conference on Computer Vision and Pattern Recognition 1 open in new tab
- Wimmer G, Vécsei A and Uhl A 2016 CNN transfer learning for the automated diagnosis of celiac disease, The 6 th International Conference on Image Processing Theory, Tools and Applications 1 open in new tab
- Kwasniewska A, Ruminski J and Rad P 2017 Deep Features Class Activation Map for Thermal Face Detection and Tracking, The 10 th International Conference on Human System Interaction 41 open in new tab
- GLIMPS Glucose Imaging in Parkinsonian Syndromes [Online] available at: http:// glimpsproject.com [Accessed: 30-May-2017] open in new tab
- DRYAD brain MRI data [Online] available at: http://datadryad.org/resource/doi: 10.5061/dryad.38s74 [Accessed: 30-May-2017] open in new tab
- UBIRIS -Noisy Visible Wavelength Iris Image Databases [Online] available at: http:// iris.di.ubi.pt [Accessed: 25-May-2017] open in new tab
- Trokielewicz M, Czajka A and Maciejewicz P 2015 Database of iris images acquired in the presence of ocular pathologies and assessment of iris recognition reliability for disease-affected eyes, IEEE 2 nd International Conference on Cybernetics 495 open in new tab
- Doyle J S, Bowyer K W, and Flynn P J 2013 Variation in accuracy of textured contact lens detection based on sensor and lens pattern, IEEE Sixth International Conference on Biometrics: Theory, Applications and Systems 1 open in new tab
- Morgan P B, Tull A B and Efron N 1995 Eye 9 615 open in new tab
- CAS-PEAL face database [Online] available at: http://www.jdl.ac.cn/peal/index.html [Accessed: 22-May-2017] open in new tab
- Color Feret [Online] available at: https://www.nist.gov/itl/iad/image-group/color -feret-database [Accessed: 23-May-2017] open in new tab
- USTC-NVIE database [Online] available at: http://nvie.ustc.edu.cn [Accessed: 27-May -2017] open in new tab
- Lewandowska M, Ruminski J, Kocejko T and Nowak J 2011 Measuring pulse rate with a webcam -a non-contact method for evaluating cardiac activity, Federated Conference on Computer Science and Information Systems 405
- Vilcahuaman L, Harba R, Canals R, Zequera M, Wilches C, Arista M T, Torres L nad Arbañil H 2014 Detection of diabetic foot hyperthermia by infrared imaging, 36 th Annual International Conference of the IEEE Engineering in Medicine and Biology Society 4831 open in new tab
- Tomar R S, Singh T, Wadhwani S and Bhadoria S S 2009 Analysis of Breast Cancer Using Image Processing Techniques, 3 rd UKSim European Symposium on Computer Modeling and Simulation 251 open in new tab
- Cisco VNI Forecast and Methodology [Online] available at: http://www.cisco.com/c/ en/us/solutions/collateral/service-provider/visual-networking-index-vni/ complete-white-paper-c11--481360.html [Accessed: 27-May-2017] open in new tab
- Ordinance of the Minister of Health of December 8 th , 2015 on the types and scope of medical records in healthcare institutions and ways of processing them Jour- nal of Laws of 2015 item. 2069 [Online] available at: http://isap.sejm.gov.pl/ DetailsServlet?id=WDU20150002069 [Accessed: 26-May-2017] open in new tab
- European Union Directive on Data Protection 1995 Off. J. Eur. Commun. 31 (281) open in new tab
- Health Insurance Portability and Accountability Act [Online] available at: https://www. hhs.gov/hipaa [Accessed: 30-May-2017] open in new tab
- Tadeusiewicz R 2011 Medical Informatics, UMCS
- Rich M Radio frequency patient identification and information system, Google Pa- tents, 27.03.2003, US Patent App. 09/967, 565 [Online] available at: http://www. google.com/patents/US20030058110 [Accessed: 27-May-2017] open in new tab
- Verified by:
- Gdańsk University of Technology
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