Automatic segmentation of episodes containing epileptic clonic seizures in video sequences

IEEE Transactions on Biomedical Engineering

Volumn 59, Issue 12, 2012, Pages 3379-3385

  Kalitzin, Stiliyan ^a   Petkov, George ^a   Velis, Demetrios ^a   Vledder, Ben ^a   Lopes Da Silva, Fernando ^b,c  

^a STICHTING EPILEPSIE INSTELLINGEN NEDERLAND SEIN   (Netherlands)

^b UNIVERSITY OF AMSTERDAM   (Netherlands)

^c INSTITUTO SUPERIOR TÉCNICO   (Portugal)

Author keywords

Epilepsy; motor seizures; signal processing; video sequence analysis

Indexed keywords

AUTOMATIC SEGMENTATIONS; BAND PASS; BEHAVIORAL STATE; BODY PARTS; BRAIN AREAS; EPILEPSY; EPILEPTIC SEIZURES; GROUP TRANSFORMATIONS; LONG TERM CARE; NEUROLOGICAL DISORDERS; OUT-OF-CONTROL; RHYTHMIC MOVEMENTS; SEIZURE ACTIVITY; SENSING DEVICES; STATUS EPILEPTICUS; TEMPORAL FILTERING; THERAPEUTIC STRATEGY; VIDEO SEGMENTS; VIDEO SEQUENCE ANALYSIS; VIDEO SEQUENCES;

NEUROPHYSIOLOGY; REMOTE SENSING; SIGNAL PROCESSING;

VIDEO RECORDING;

ALGORITHM; ARTICLE; AUTOMATIC VIDEO EPISODE SEGMENTATION; CLONIC SEIZURE; DIGITAL FILTERING; ELECTRONIC SENSOR; HUMAN; IMAGE PROCESSING; REMOTE SENSING DEVICE; SENSITIVITY AND SPECIFICITY; VALIDATION PROCESS;

ELECTROENCEPHALOGRAPHY; EPILEPSY; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; REPRODUCIBILITY OF RESULTS; SEIZURES; SIGNAL PROCESSING, COMPUTER-ASSISTED; STATISTICS, NONPARAMETRIC; VIDEO RECORDING;

EID: 84870484839     PISSN: 00189294     EISSN: 15582531     Source Type: Journal    
DOI: 10.1109/TBME.2012.2215609     Document Type: Article

References (26)

1. F. H. Lopes da Silva, W. Blanes, S. N. Kalitzin, J. Parra, P. Suffczynski, and D. N. Velis, "Dynamical diseases of brain systems: Different routes to epileptic seizures, " IEEE Trans. Biomed. Eng., vol. 50, no. 5, pp. 540-548, May 2003.
2. F. Lopes da Silva, W. Blanes, S. N. Kalitzin, J. Parra, P. Suffczynski, and D. N. Velis, "Epilepsies as dynamical diseases of brain systems: Basic models of the transition between normal and epileptic activity, " Epilepsia, vol. 44, no. 12, pp. 72-83, 2003. (Pubitemid 38018123)
3. W. T. Blume, H. O. Luders, E. Mizrahi, C. Tassinari, W. van Emde Boas, and J. Engel Jr., "Glossary of descriptive terminology for ictal semiology: Report of the ILAE task force on classification and terminology, " Epilepsia, vol. 42, pp. 1212-1218, Sep. 2001. (Pubitemid 32951809)
4. J. Gotman, "Automatic recognition of epileptic seizures in the EEG, " Electroencephalogr. Clin. Neurophysiol., vol. 54, pp. 530-540, Nov. 1982. (Pubitemid 13244246)
5. M. C. Salinsky, "A practical analysis of computer based seizure detection during continuous video-EEG monitoring, " Electroencephalogr. Clin. Neurophysiol., vol. 103, pp. 445-449, Oct. 1997. (Pubitemid 27459816)
6. N. B. Karayiannis, A. Mukherjee, J. R. Glover, P. Y. Ktonas, J. D. Frost, Jr., R. A. Hrachovy, and E. M. Mizrahi, "Detection of pseudosinusoidal epileptic seizure segments in the neonatal EEG by cascading a rule-based algorithm with a neural network, " IEEE Trans. Biomed. Eng., vol. 53, no. 4, pp. 633-641, Apr. 2006.
7. M. E. Saab and J. Gotman, "A system to detect the onset of epileptic seizures in scalp EEG, " Clin. Neurophysiol., vol. 116, pp. 427-442, Feb. 2005. (Pubitemid 40126946)
8. F. Pauri, F. Pierelli, G. E. Chatrian, and W. W. Erdly, "Long-term EEG-video-audio monitoring: computer detection of focal EEG seizure patterns, " Electroencephalogr. Clin. Neurophysiol., vol. 82, pp. 1-9, Jan. 1992.
9. D. Velis, P. Plouin, J. Gotman, and F. L. da Silva, "Recommendations regarding the requirements and applications for long-term recordings in epilepsy, " Epilepsia, vol. 48, pp. 379-384, Feb. 2007. (Pubitemid 46213893)
10. E. Schulc, I. Unterberger, S. Saboor, J. Hilbe, M. Ertl, E. Ammenwerth, E. Trinka, and C. Them, "Measurement and quantification of generalized tonic-clonic seizures in epilepsy patients by means of accelerometry\An explorative study, " Epilepsy Res., vol. 95, pp. 173-183, Jun. 2011.
11. U. Kramer, S. Kipervasser, A. Shlitner, and R. Kuzniecky, "A novel portable seizure detection alarm system: preliminary results, " J. Clin. Neurophysiol., vol. 28, pp. 36-38, Feb. 2011.
12. G. Becq, S. Bonnet, L. Minotti, M. Antonakios, R. Guillemaud, and P. Ka-hane, "Classification of epileptic motor manifestations using inertial and magnetic sensors, " Comput. Biol. Med., vol. 41, pp. 46-55, Jan. 2011.
13. J. Lockman, R. S. Fisher, and D. M. Olson, "Detection of seizurelike movements using a wrist accelerometer, " Epilepsy Behav., vol. 20, pp. 638-641, Apr. 2011.
14. K. Cuppens, L. Lagae, B. Ceulemans, S. Van Huffel, and B. Vanrumste, "Automatic video detection of body movement during sleep based on optical flow in pediatric patients with epilepsy, " Med. Biol. Eng. Comput., vol. 48, pp. 923-931, Sep. 2010.
15. N. B. Karayiannis, G. Tao, J. D. Frost Jr., M. S. Wise, R. A. Hrachovy, and E. M. Mizrahi, "Automated detection of videotaped neonatal seizures based on motion segmentation methods, " Clin. Neurophysiol., vol. 117, pp. 1585-1594, Jul. 2006. (Pubitemid 43947692)
16. N. B. Karayiannis, Y. Xiong, G. Tao, J. D. Frost Jr., M. S. Wise, R. A. Hrachovy, and E. M. Mizrahi, "Automated detection of videotaped neonatal seizures of epileptic origin, " Epilepsia, vol. 47, pp. 966-980, Jun. 2006. (Pubitemid 43801507)
17. N. B. Karayiannis, G. Tao, B. Varughese, J. D. Frost Jr., M. S. Wise, and E. M. Mizrahi, "Discrete optical flow estimation methods and their application in the extraction of motion strength signals from video recordings of neonatal seizures, " in Proc. 26th Annu. Int. Conf. IEEE Eng. Med. Biol. Soc., Sep. 2004, vol. 3, pp. 1718-1721. (Pubitemid 40035733)
18. N. B. Karayiannis, G. Tao, Y. Xiong, A. Sami, B. Varughese, J. D. Frost Jr., M. S. Wise, and E. M. Mizrahi, "Computerized motion analysis of videotaped neonatal seizures of epileptic origin, " Epilepsia, vol. 46, pp. 901-917, Jun. 2005. (Pubitemid 40847357)
19. 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 seizuresof frontal lobe epilepsy, " Epilepsy Behav., vol. 14, pp. 344-353, Feb. 2009.
20. Z. Li, A. Martins da Silva, and J. P. Cunha, "Movement quantification in epileptic seizures: a new approach to video-EEG analysis, " IEEE Trans. Biomed. Eng., vol. 49, no. 6, pp. 565-573, Jun. 2002. (Pubitemid 34525960)
21. J. Remi, J. P. Cunha, C. Vollmar, O. B. Topcuoglu, A. Meier, S. Ulowetz, P. Beleza, and S. Noachtar, "Quantitative movement analysis differentiates focal seizures characterized by automatisms, " Epilepsy Behav., vol. 20, pp. 642-647, Apr. 2011.
22. S. S. Beauchemin and J. L. Barron, "The computation of optical flow, " ACM Comput. Surveys (CSUR), vol. 27, pp. 433-466, Sep. 1995.
23. M. Berger, Geometry I. Berlin: Springer-Verlag, 1987.
24. P. Flandrin, Time-Frequency/Time-Scale Analysis. San Diego, CA: Academic, 1999, pp. 54-66.
25. S. Qian and D. Chen, Joint Time-Frequency Analysis. Englewood Cliffs, NJ: Prentice-Hall, 1996, pp. 45-52.
26. G. Petkov, S. Kalitzin, D. N. Velis, B. Vledder, M. Koppert, and F. L. d. Silva, "Electroencephalographic events prior to epileptic major motor seizures, " in Proc. 34th Annu. Int. Conf. IEEE Eng. Med. Biol. Soc. Conf., San Diego, CA, 2012.