Monitoring of medication intake using a camera system

Journal of Medical Systems

Volumn 35, Issue 3, 2011, Pages 377-389

  Bilodeau, Guillaume Alexandre ^a   Ammouri, Soufiane ^a  

^a ÉCOLE POLYTECHNIQUE DE MONTRÉAL   (Canada)

Author keywords

Face and hands detection; Face tracking; Hand tracking; Medication intake monitoring; Petri network

Indexed keywords

ARTICLE; CAMERA; COLOR; COMPUTER SYSTEM; DRUG MONITORING; FACE; FALSE NEGATIVE RESULT; FALSE POSITIVE RESULT; FOREHEAD; HAND; HEALTH CARE DELIVERY; HISTOGRAM; HOME CARE; PATIENT MONITORING; SKIN COLOR;

ARTIFICIAL INTELLIGENCE; FACE; HAND; HOME CARE SERVICES; HUMANS; MEDICATION ADHERENCE; PATTERN RECOGNITION, AUTOMATED; REPRODUCIBILITY OF RESULTS; SIGNAL PROCESSING, COMPUTER-ASSISTED; VIDEO RECORDING;

EID: 79959752313     PISSN: 01485598     EISSN: 1573689X     Source Type: Journal    
DOI: 10.1007/s10916-009-9374-6     Document Type: Article

References (22)

1. Ammouri, S., and Bilodeau, G. A., Face and hands detection and tracking applied to the monitoring of medication intake. In: CRV '08: Canadian Conference on Computer and Robot Vision, 2008. pp. 147-154, 2008.
2. Batz, D., Batz, M., da Vitoria Lobo, N., and Shah, M., A computer vision system for monitoring medication intake. In: Proceedings of the 2nd Canadian Conference on Computer and Robot Vision, 2005. pp. 362-369, 2005.
3. Birchfield, S., Elliptical head tracking using intensity gradients and color histograms. In: CVPR '98: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition. pp. 232-237, 1998.
4. Canny, J., A computational approach to edge detection. IEEE Trans. Pattern Anal. Mach. Intell. 8(6):679-698, 1986.
5. Cha, S. H., and Srihari, S. N., On measuring the distance between histograms. Pattern Recogn. 35(6):1355-1370, 2002.
6. Choksuriwong, A., Emile, B., Laurent, H., and Rosenberger, C., Comparative study of global invariant descriptors for object recognition. J. Electron. Imaging 17(2):1-35, 2008.
7. Comaniciu, D., Ramesh, V., and Meer, P., Kernel-based object tracking. IEEE Trans. Pattern Anal. Mach. Intell. 25(5):564-577, 2003.
8. Fuentes, L. M., and Velastin, S. A., People tracking in surveillance applications. Image Vis. Comput. 24(11):1165-1171, 2006.
9. Gabriel, P., Verly, J., Piater, J., and Genon, A., The state of the art in multiple object tracking under occlusion in video sequences. In: Proceedings of ACIVS. pp. 377-380, 2003.
10. Ghanem, N., DeMenthon, D., Doermann, D., and Davis, L., Representation and recognition of events in surveillance video using petri nets. In: Computer Vision and Pattern Recognition Workshop. Vol. 7, p. 112, 2004.
11. Habili, N., Lim, C. C., and Moini, A., Hand and face segmentation using motion and color cues in digital image sequences. In: IEEE International Conference on Multimedia and Expo. pp. 377-380, 2001.
12. Hongeng, S., Nevatia, R., and Bremond, F., Video-based event recognition: activity representation and probabilistic recognitionmethods. Comput. Vis. Image Underst. 96(2):129-162, special Issue on Event Detection in Video, 2004
13. Isard, M., and Blake, A., Condensation - conditional density propagation for visual tracking. Int. J. Comput. Vis. 29(1):5-28, 1998. (Pubitemid 128523364)
14. Jacquot, A., Sturm, P., and Ruch, O., Adaptive tracking of non-rigid objects based on color histograms and automatic parameter selection. In: WACV/MOTIONS '05 Vol. 2: IEEE Workshop on Motion and Video Computing, 2005. Vol. 2, pp. 103-109, 2005.
15. Kakumanu, P., Makrogiannis, S., and Bourbakis, N., A survey of skin-color modeling and detection methods. Pattern Recogn. 40(3):1106-1122, 2007. (Pubitemid 44667749)
16. Lanz, O., Approximate bayesian multibody tracking. IEEE Trans. Pattern Anal. Mach. Intell. 28(9):1436-1449, 2006. (Pubitemid 44132650)
17. Lemieux, A., and Parizeau, M., Experiments on eigenfaces robustness. In: Proceedings of the 16th International Conference on Pattern Recognition, 2002. Vol. 1, pp. 421-424, 2002.
18. Peterson, J. L., Petri nets. ACM Comput. Surv. 9(3):223-252, 1977
19. Rui, Y., and Chen, Y., Better proposal distributions: Object tracking using unscented particle filter. In: IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Vol. 2, pp. 786-793, 2001.
20. Shapiro, L.G., Stockman, G. C., Shapiro L. G., and Stockman G., Computer Vision. Englewood Cliffs, NJ: Prentice Hall, 2001.
21. Sobottka, K., and Pitas, I., Face localization and facial feature extraction based on shape and color information. In: Proceedings of the International Conference on Image Processing, 1996. Vol. 3, pp. 483-486, 1996.
22. Valin, M., Meunier, J., St-Arnaud, A., and Rousseau, J., Video surveillance of medication intake. In: EMBS '06: 28th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2006. pp. 6396-6399, 2006.