Non-contact, automated cardiac pulse measurements using video imaging and blind source separation

Optics Express

Volumn 18, Issue 10, 2010, Pages 10762-10774

  Poh, Ming Zher ^a,b   McDuff, Daniel J ^b   Picard, Rosalind W ^b  

^a HARVARD MIT DIVISION OF HEALTH SCIENCES AND TECHNOLOGY   (United States)

^b MASSACHUSETTS INSTITUTE OF TECHNOLOGY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

AUTOMATION; HEART; SIGNAL ANALYSIS; VIDEO RECORDING;

BLOOD VOLUME PULSE; CARDIAC PULSE; COLOR CHANNELS; COLOR VIDEO; CORRELATION ANALYSIS; FACE TRACKING; HEART RATES; HUMAN FACES; INDEPENDENT COMPONENTS; MOTION ARTIFACT; MOVEMENT ARTIFACTS; NON-CONTACT; REMOTE MEASUREMENT; VIDEO IMAGING;

BLIND SOURCE SEPARATION;

ARTICLE; AUTOMATED PATTERN RECOGNITION; COLORIMETRY; COMPUTER ASSISTED DIAGNOSIS; ELECTROCARDIOGRAPHY; FACE; HEART RATE; HISTOLOGY; HUMAN; METHODOLOGY; PHOTOGRAPHY; PHYSIOLOGY; PULSE RATE; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; VASCULARIZATION; VIDEORECORDING;

COLORIMETRY; ELECTROCARDIOGRAPHY; FACE; HEART RATE; HUMANS; IMAGE INTERPRETATION, COMPUTER-ASSISTED; PATTERN RECOGNITION, AUTOMATED; PHOTOGRAPHY; PULSE; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; VIDEO RECORDING;

EID: 77952701951     PISSN: None     EISSN: 10944087     Source Type: Journal    
DOI: 10.1364/OE.18.010762     Document Type: Article

References (32)

1. S. Cook, M. Togni, M. C. Schaub, P. Wenaweser, and O. M. Hess, "High heart rate: a cardiovascular risk factor?" Eur. Heart J. 27(20), 2387-2393 (2006).
2. I. Pavlidis, J. Dowdall, N. Sun, C. Puri, J. Fei, and M. Garbey, "Interacting with human physiology," Comput. Vis. Image Underst. 108(1-2), 150-170 (2007).
3. M. Garbey, N. Sun, A. Merla, and I. Pavlidis, "Contact-free measurement of cardiac pulse based on the analysis of thermal imagery," IEEE Trans. Biomed. Eng. 54(8), 1418-1426 (2007).
4. J. Fei, and I. Pavlidis, "Thermistor at a Distance: Unobtrusive Measurement of Breathing," IEEE Trans. Biomed. Eng. 57(4), 988-998 (2010).
5. 2 camera" technology," Ann. Biomed. Eng. 33(8), 1034-1041 (2005).
6. K. Humphreys, T. Ward, and C. Markham, "Noncontact simultaneous dual wavelength, photoplethysinography: a further step toward noncontact pulse oximetry," Rev. Sci. Instrum. 78(4), 044304 (2007).
7. C. Takáno, and Y. Ohta, "Heart rate measurement based on a time-lapse image," Med. Eng. Phys. 29(8), 853-857 (2007).
8. S. Hu, J. Zheng, V. Chouliaras, and R. Summers, "Feasibility of imaging photoplethysmography," in Proceedings of IEEE Conference on BioMedical Engineering and Informatics (IEEE, 2008), pp. 72-75.
9. W. Verkruysse, L. O. Svaasand, and J. S. Nelson, "Remote Plethysmographic maging using ambient light," Opt. Express 16(26), 21434-21445 (2008).
10. J. Allen, "Photoplethysmography and its application in clinical physiological measurement," Physiol. Meas.28(3), R1-R39 (2007).
11. S. Rhee, B. H. Yang, and H. H. Asada, "Artifact-resistant power-efficient design of finger-ring Plethysmographie sensors," IEEE Trans. Biomed. Eng. 48(7), 795-805 (2001).
12. M. Z. Poh, N. C. Swenson, and R. Picard, "Motion-tolerant magnetic earring sensor and wireless earpiece for wearable photoplethysmography," IEEE Trans Inf Technol Biomed (Epub 2010 Feb).
13. P. Coman, "Independent component analysis, a new concept?" Signal Process. 36(3), 287-314 (.1994).
14. C. J. James, and C. W. Hesse, "Independent component analysis for biomedical signals," Physiol. Meas. 26(1), R.15-R39 (2005).
15. M. P. Chawla, H. K. Verma, and V. Kumar, "Artifacts and noise removal in electrocardiograms using independent component analysis," Int. J. Cardiol. 129(2), 278-281 (2008).
16. T. P. Jung, S. Makeig, C. Humphries, T. W. Lee, M. J. McKeown, V. Iragui, and T. J. Sejnowski, "Removing electroencephalographic artifacts by blind source separation," Psychophysiology 37(2), 163-178 (2000).
17. J.-F. Cardoso, "Multidimensional independent component analysis," in Proceedings of IEEE Conference on Acoustics, Speech, and Signal Processing (IEEE, 1998), pp. 1941-1944.
18. M. J. McKeown, S. Makeig, G. G. Brown, T.-P. Jung, S. S. Kinderinann, A. J. Bell, and T. J. Sejnowski, "Analysis of fMRI data by blind separation into independent spatial components," Hum. Brain Mapp. 6(3), 160-188 (1998).
19. Y. Jianchu, and S. Warren, "A Short Study to Assess the Potential of Independent Component Analysis for Motion Artifact Separation in. Wearable Pulse Oximeter Signals," in Proceedings of IEEE Conference of the Engineering in Medicine and Biology Society (IEEE, 2005), pp. 3585-3588.
20. B. S. Kim, and S. K. Yoo, "Motion artifact reduction in photoplethysmography using independent component analysis," IEEE Trans. Biomed. Eng. 53(3), 566-568 (2006).
21. W. G. Zijlstra, A. Buursma, and W. P. Meeuwsen-vander Roest, "Absorption spectra of human fetal and adult oxyhemoglobin, de-oxyhemoglobin, carboxyhemoglobin, and metheinoglobin," Clin. Chem. 37(9), 1633-1638 (1991).
22. H. Trotter, "An elementary proof of the central limit theorem," Arch. Math. 10(1), 226-234 (1959).
23. A. Noulas, and B. Krse, "EM detection of common origin of multi-modal cues," in Proceedings of ACM Conference on Multimodal Interfaces (ACM, 2006), pp. 201-208.
24. P. Viola, and M.. Jones, "Rapid object detection using a boosted cascade of simple features," in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (IEEE, 2001), p. 511.
25. R. Lienhart, and J. Maydt, "An extended set of Haar-like features for rapid object detection," in Proceedings of IEEE Conference on Image Processing (IEEE, 2002).
26. J.-F. Cardoso, "High-order contrasts for independent component analysis," Neural Comput. 11(1), 157-192 (1999).
27. J. M. Bland, and D. G. Altaian, "Statistical, methods for assessing agreement between two methods of clinical measurement," Lancet .1(8476), 307-310 (1986).
28. R. C. Wuerz, D. Travers, N. Gilboy, D. R. Eitel, A. Rosenau, and R. Yazhari, "Implementation and refinement of the emergency severity index," Acad. Emerg. Med. 8(2), 170-176 (2001).
29. S. Munder, and D. M. Gavrila, "An experimental study on pedestrian classification," IEEE Trans. Pattern Anal. Mach. Intell. 28(11), 1863-1868 (2006).
30. B. Heisele, T. Serre, and T. Poggio, "A component-based framework for face detection and identification," Int. J. Comput. Vis. 74(2), 167-181 (2007).
31. H.-Y. Chen, C.-L. Huang, and C.-M. Fu, "Hybrid-boost learning for multi-pose face detection and facial. expression recognition," Pattern Recognit, 41(3), 1173-1185 (2008).
32. W. J. Cui, L. E. Ostrander, and B. Y. Lee, "In vivo reflectance of blood and tissue as a function of light wavelength," IEEE Trans. Biomed. Eng. 37(6), 632-639 (1990).