Markerless video analysis for movement quantification in pediatric epilepsy monitoring

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS

Volumn , Issue , 2011, Pages 8275-8278

  Lu, Haiping ^a   Eng, How Lung ^a   Mandal, Bappaditya ^a   Chan, Derrick W S ^b   Ng, Yen Ling ^b  

^a INSTITUTE FOR INFOCOMM RESEARCH   (Singapore)

^b KK WOMEN'S AND CHILDREN'S HOSPITAL   (Singapore)

Author keywords

[No Author keywords available]

Indexed keywords

BODY PARTS; COARSE-TO-FINE; DOMAIN KNOWLEDGE; EPILEPSY MONITORING UNITS; EXPERIMENTAL STUDIES; GAUSSIAN MIXTURE MODEL; MARKERLESS; MOVEMENT TRAJECTORIES; NO SENSOR; NON-INTRUSIVE; SEIZURE DETECTION; VIDEO ANALYSIS; VIDEO SEQUENCES;

PEDIATRICS;

MONITORING;

ALGORITHM; ARTICLE; CHILD; COLOR; EPILEPSY; HUMAN; METHODOLOGY; MONITORING; MOVEMENT (PHYSIOLOGY); PHYSIOLOGY; VIDEORECORDING; PHYSIOLOGIC MONITORING;

ALGORITHMS; CHILD; COLOR; EPILEPSY; HUMANS; MONITORING, PHYSIOLOGIC; MOVEMENT; VIDEOTAPE RECORDING;

EID: 84861697050     PISSN: 1557170X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2011.6092040     Document Type: Conference Paper

References (16)

1. S. C. Schachter, J. Guttag, S. J. Schiff, D. L. Schomer, and S. Contributors, "Advances in the application of technology to epilepsy: The cimit/nio epilepsy innovation summit," Epilepsy & Behavior, vol. 16, no. 1, pp. 3-46, Sept. 2009.
2. T. M. E. Nijsen, J. B. A. M. Arends, P. A. M. Griep, and P. J. M. Cluitmans, "The potential value of three-dimensional accelerometry for detection of motor seizures in severe epilepsy," Epilepsy & Behavior, vol. 7, no. 1, pp. 74-84, Aug. 2005.
3. E. Acar, C. A. Bingol, H. Bingol, R. Bro, and B. Yener, "Seizure recognition on epilepsy feature tensor," in Proc. 29th Annual Int. Conf. of the IEEE Engineering in Medicine and Biology Society, 2007, pp. 4273-4276.
4. B. Blankertz, R. Tomioka, S. Lemm, M. Kawanabe, and K.-R. Müller, "Optimizing spatial filters for robust EEG single-trial analysis," IEEE Signal Processing Mag., vol. 25, no. 1, pp. 41-56, Jan. 2008.
5. H. Lu, H.-L. Eng, C. Guan, K. N. Plataniotis, and A. N. Venetsanopoulos, "Regularized common spatial pattern with aggregation for eeg classification in small-sample setting," IEEE Trans. Biomed. Eng., vol. 57, no. 12, pp. 2936-2946, Dec. 2010.
6. H. Lu, K. N. Plataniotis, and A. N. Venetsanopoulos, "A survey of multilinear subspace learning for tensor data," Pattern Recognition, vol. 44, no. 7, pp. 1540-1551, July 2011.
7. Z. Li, A. M. da Silva, and J. P. S. Cunha, "Movement quantification in epileptic seizures: A new approach to video-eeg analysis," IEEE Trans. Biomed. Eng., vol. 49, no. 6, pp. 565-573, June 2002.
8. L. Chen, X. Yang, Y. Liu, D. Zeng, Y. Tang, B. Yan, X. Lin, L. Liu, H. Xu, and D. Zhou, "Quantitative and trajectory analysis of movement trajectories in supplementary motor area seizures of frontal lobe epilepsy," Epilepsy & Behavior, vol. 14, no. 2, pp. 344-353, Feb. 2009.
9. N. B. Karayiannis, G. Tao, J. D. F. Jr., M. S. Wise, R. A. Hrachovy, and E. M. Mizrahi, "Automated detection of videotaped neonatal seizures based on motion segmentation methods," Clinical Neurophysiology, vol. 117, no. 7, pp. 1585-1594, July 2006.
10. N. B. Karayiannis, Y. Xiong, G. Tao, J. D. F. Jr., M. S. Wise, R. A. Hrachovy, and E. M. Mizrahi, "Automated detection of videotaped neonatal seizures of epileptic origin," Epilepsia, vol. 47, no. 6, pp. 1585-1594, July 2006.
11. C. Rother, V. Kolmogorov, and A. Blake, ""GrabCut": interactive foreground extraction using iterated graph cuts," ACM Transactions on Graphics (Proceedings of ACM SIGGRAPH 2004), vol. 23, no. 3, pp. 309-314, Aug. 2004.
12. H. Lu, K. N. Plataniotis, and A. N. Venetsanopoulos, "Coarse-to-fine pedestrian localization and silhouette extraction for the gait challenge data sets," in Proc. IEEE Conference on Multimedia and Expo, July 2006, pp. 1009-1012.
13. Y. Boykov and V. Kolmogorov, "An experimental comparison of mincut/ max-flow algorithms for energy minimization in vision," IEEE Trans. Pattern Anal. Machine Intell., vol. 26, no. 9, pp. 1124-1137, Sept. 2004.
14. Y. Boykov and M.-P. Jolly, "Interactive graph cuts for optimal boundary & region segmentation of objects in n-d images," in Proc. IEEE Conference on Computer Vision, vol. 1, 2001, pp. 105-112.
15. H. Lu, K. N. Plataniotis, and A. N. Venetsanopoulos, "A layered deformable model for gait analysis," in Proc. IEEE International Conference on Automatic Face and Gesture Recognition, Apr. 2006, pp. 249-254.
16. H. Lu, K. N. Plataniotis, and A. N. Venetsanopoulos, "A full-body layered deformable model for automatic model-based gait recognition," EURASIP Journal on Advances in Signal Processing, vol. 2008, 2008, article ID 261317, 13 pages, doi:10.1155/2008/261317.