Automatic video detection of body movement during sleep based on optical flow in pediatric patients with epilepsy

Medical and Biological Engineering and Computing

Volumn 48, Issue 9, 2010, Pages 923-931

  Cuppens, Kris ^a,b   Lagae, Lieven ^c   Ceulemans, Berten ^d   Van Huffel, Sabine ^b   Vanrumste, Bart ^a,b  

^a MOBILAB   (Belgium)

^b UNIVERSITY OF LEUVEN   (Belgium)

^c Kindergeneeskunde   (Belgium)

^d ANTWERP UNIVERSITY HOSPITAL   (Belgium)

Author keywords

Epilepsy; Movement detection; Nocturnal recordings; Optical flow; Pediatric patients

Indexed keywords

ACQUISITION PARAMETERS; ANTWERP , BELGIUM; BIOLOGICAL ENGINEERING; BODY MOVEMENTS; CROSS VALIDATION; DATA SETS; EPILEPSY; FUNCTION OF TIME; GLOBAL THRESHOLD; INTERNATIONAL FEDERATION; MOVEMENT DETECTION; MOVEMENT VECTOR; NOCTURNAL RECORDINGS; OPTICAL FLOW ALGORITHM; OPTIMAL THRESHOLD; PEDIATRIC PATIENTS; STANDARD DEVIATION; TEST SETS; VARIABLE THRESHOLDS; VIDEO DATA; VIDEO DETECTION;

BIOCHEMICAL ENGINEERING; PEDIATRICS; SLEEP RESEARCH; STATISTICS; VIDEO RECORDING;

OPTICAL FLOWS;

ADOLESCENT; ALGORITHM; ARTICLE; CHILD; EPILEPSY; HUMAN; METHODOLOGY; MONITORING; MOVEMENT (PHYSIOLOGY); PHYSIOLOGY; SLEEP; VIDEORECORDING;

ADOLESCENT; ALGORITHMS; CHILD; EPILEPSY; HUMANS; MONITORING, PHYSIOLOGIC; MOVEMENT; SLEEP; VIDEO RECORDING;

EID: 77957810568     PISSN: 01400118     EISSN: None     Source Type: Journal    
DOI: 10.1007/s11517-010-0648-4     Document Type: Article

References (22)

1. B Bonroy P Schiepers G Leysens D Miljkovic M Wils L De Maesschalck S Quanten E Triau V Exadaktylos D Berckmans B Vanrumste 2009 Acquiring a dataset of labeled video images showing discomfort in demented elderly Telemed J E-Health 15 4 370 378 10.1089/tmj.2008.0141 19441956
2. Bradski G, Kaehler A (2008) Learning OpenCV. O'Reilly Media
3. Chase J, Nelson B, Bodily J, Wei Z, Lee DJ (2008) Real-time optical flow calculations on FPGA and GPU architectures: a comparison study. In: FCCM '08: proceedings of the 2008 16th international symposium on field-programmable custom computing machines, IEEE Computer Society, Washington, DC, USA, pp 173-182
4. Conradsen I, Beniczky S, Wolf P, Terney D, Sams T, Sorensen HBD (2009) Multi-modal intelligent seizure acquisition (misa)? A new approach towards seizure detection based on full body motion measures. In: Proceedings of the 31st annual international conference of the IEEE EMBS, Minneapolis, Minnesota, USA, pp 2591-2595
5. Cuppens K, Lagae L, Vanrumste B (2008) Towards automatic detection of movement during sleep in pediatric patients with epilepsy by means of video recordings and the optical flow algorithm. In: Vander Sloten J, Verdonk P, Nyssen M, Haueisen J (eds) Proceedings of the 4th European congress of the international federation for medical and biological engineering (MBEC 2008), ECIFBME 2008, Antwerp, Belgium, IFMBE Proceedings, vol 22, pp 784-789
6. Cuppens K, Lagae L, Ceulemans B, Van Huffel S, Vanrumste B (2009) Detection of nocturnal frontal lobe seizures in pediatric patients by means of accelerometers: a first study. In: Proceedings of the 31st annual international conference of the IEEE EMBS, Minneapolis, Minnesota, USA, pp 6608-6611
7. BKP Horn BG Schunck 1981 Determining optical-flow Artif Intell 17 1-3 185 203 10.1016/0004-3702(81)90024-2
8. WM Hu TN Tan L Wang S Maybank 2004 A survey on visual surveillance of object motion and behaviors IEEE Trans Syst Man Cybern C 34 3 334 352 10.1109/TSMCC.2004.829274
9. Jallon P, Bonnet S, Antonakios M, Guillemaud R (2009) Detection system of motor epileptic seizures through motion analysis with 3D accelerometers. In: Proceedings of the 31st annual international conference of the IEEE EMBS, Minneapolis, Minnesota, USA, pp 2466-2469
10. NB Karayiannis GZ Tao JD Frost MS Wise RA Hrachovy EM Mizrahi 2006 Automated detection of videotaped neonatal seizures based on motion segmentation methods Clin Neurophysiol 117 7 1585 1594 10.1016/j.clinph.2005.12.030 16684619
11. Kearney J, Thompson W (1988) Bounding constraint propagation for optical flow estimation. In: Aggarwal J, Martin W (eds) Motion understanding: robot and human vision. Kluwer Academic Publishers, Boston
12. YH Kim AC Kak 2006 Error analysis of robust optical flow estimation by least median of squares methods for the varying illumination model IEEE Trans Pattern Anal Mach Intell 28 9 1418 1435 10.1109/TPAMI.2006.185 16929729
13. Ko T (2008) A survey on behavior analysis in video surveillance for homeland security applications. 2008 37th IEEE Applied Imagery Pattern Recognition Workshop pp 84-91, 37th Applied Imagery and Pattern Recognition Workshop OCT 15-17, 2008 Washington, DC
14. Liu Q, Sclabassi RJ, Sun M (2004) Change detection in epilepsy monitoring video based on markov random field theory. In: Intelligent signal processing and communication systems, 2004. ISPACS 2004
15. Lucas BD, Kanade T (1981) An iterative image registration technique with an application to stereo vision. In: DARPA imaging understanding workshop, pp 121-130
16. Nijsen TME, Cluitmans PJM, Arends J, Griep PAM (2007) Detection of subtle nocturnal motor activity from 3-D accelerometry recordings in epilepsy patients. IEEE Transactions on Biomedical Engineering 54(11):2073-2081
17. Rowekamp T, Peters L (1997) A real-time smart sensor system for visual motion estimation. In: EDTC '97: proceedings of the 1997 European conference on design and test, IEEE Computer Society, Washington, DC, USA, p 613
18. HM Schepers D Roetenberg PH Veltink 2010 Ambulatory human motion tracking by fusion of inertial and magnetic sensing with adaptive actuation Med Biol Eng Comput 48 1 27 37 10.1007/s11517-009-0562-9 20016949
19. Sonka M, Hlavac V, Boyle R (2008) Motion analysis. In: Image processing, analysis, and machine vision. Kluwer Academic Publishers, Dordrecht
20. S Suzuki T Matsui H Kawahara H Ichiki J Shimizu Y Kondo S Gotoh H Yura B Takase M Ishihara 2009 A non-contact vital sign monitoring system for ambulances using dual-frequency microwave radars Med Biol Eng Comput 47 1 101 105 10.1007/s11517-008-0408-x 18946695
21. P Turaga R Chellappa VS Subrahmanian O Udrea 2008 Machine recognition of human activities: a survey IEEE Trans Circuits Syst Video Technol 18 11 1473 1488 10.1109/TCSVT.2008.2005594
22. LA Wang WM Hu TN Tan 2003 Recent developments in human motion analysis Pattern Recognit 36 3 585 601 10.1016/S0031-3203(02)00100-0