PL EN


Preferencje help
Widoczny [Schowaj] Abstrakt
Liczba wyników
2014 | 2 | 679--686
Tytuł artykułu

Indoor head detection and tracking on RGBD images

Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
A real-time human head detection and tracking method for a fall detection system is presented. It utilizes RGBD images to obtain a head position in the three-dimensional space. The proposed method is designed to be insensitive to a body orientation and requires no initial calibration for the tracked person. The evaluation was performed on the basis of annotated videos with realistic non-studio indoor everyday activities and falls. The proposed method outperforms head tracking from the Microsoft Kinect SDK skeleton tracking.(original abstract)
Rocznik
Tom
2
Strony
679--686
Opis fizyczny
Twórcy
  • Wroclaw University of Technology
  • Wroclaw University of Technology
  • Wroclaw University of Technology
Bibliografia
  • Birchfield S., "Elliptical head tracking using intensity gradients and color histograms," in Proceedings IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Jun 1998. ISSN 1063-6919 pp. 232-237. [Online]. Available: http: //dx.doi.org/10.1109/CVPR.1998.698614
  • Bobick A. and Davis J., "The recognition of human movement using temporal templates," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 23, no. 3, pp. 257-267, Mar 2001. [Online].Available: http://dx.doi.org/10.1109/34.910878
  • Bradski G., "Real time face and object tracking as a component of a perceptual user interface," in Proceedings Fourth IEEE Workshop on Applications of Computer Vision. WACV '98, Oct 1998, pp. 214-219. [Online]. Available: http://dx.doi.org/10.1109/ACV.1998.732882
  • Briechle K. and Hanebeck U. D., "Template matching using fast normalized cross correlation," in Proc. SPIE, vol. 4387, 2001, pp. 95-102. [Online]. Available: http://dx.doi.org/10.1117/12.421129
  • Burrus N. (2011, Aug.) Kinect calibration. [Online]. Available: http://burrus.name/index.php/Research/KinectCalibration
  • C. for Disease Control and Prevention, Anthropometric reference data for children and adults: United States, 2003-2006. USA: National Center for Health Statistics US Department of Health and Human Services, 2008. [Online]. Available: http://www.cdc.gov/nchs/data/nhsr/nhsr010.pdf
  • Choi J., Dumortier Y., Choi S. -I., Ahmad M., and Medioni G., "Real-time 3-D face tracking and modeling from awebcam," in IEEE Workshop on Applications of Computer Vision (WACV), Jan 2012. ISSN 1550-5790 pp. 33-40. [Online]. Available: http: //dx.doi.org/10.1109/WACV.2012.6163031
  • Fieguth P. and Terzopoulos D., "Color-based tracking of heads and other mobile objects at video frame rates," in Proceedings IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Jun 1997. ISSN 1063-6919 pp. 21-27. [Online]. Available: http://dx.doi.org/10.1109/CVPR.1997.609292
  • Kondori F., Yousefi S., Li H., Sonning S., and Sonning S., "3D head pose estimation using the kinect," in International Conference on Wireless Communications and Signal Processing (WCSP), Nov 2011, pp. 1-4. [Online]. Available: http://dx.doi.org/10.1109/WCSP.2011.6096866
  • Li S., Ngan K. N., and Sheng L., "A head pose tracking system using RGB-D camera," in Proceedings of the 9th International Conference on Computer Vision Systems, ser. ICVS'13. Berlin, Heidelberg: Springer-Verlag, 2013. ISBN 978-3-642-39401-0 pp. 153-162. [Online]. Available: http://dx.doi.org/10.1007/978-3-642-39402-7_16
  • Li Y., Ai H., Huang C., and Lao S., "Robust head tracking based on a multi-state particle filter," in 7th International Conference on Automatic Face and Gesture Recognition. FGR 2006, April 2006, pp. 335-340. [Online]. Available: http://dx.doi.org/10.1109/FGR.2006.96
  • Microsoft. Kinect SDK reference. [Online]. Available: http://msdn.microsoft.com/en-us/library/hh855347.aspx
  • Munaro M., Basso F., and Menegatti E., "Tracking people within groups with RGB-D data," in IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Oct 2012. ISSN 2153-0858 pp. 2101-2107. [Online]. Available: http://dx.doi.org/10.1109/IROS.2012.6385772
  • Poston A., Static adult human physical characteristics of the adult head. Washington DC, USA: Department of Defense Human Factors Engineering Technical Advisory Group, 2000. [Online]. Available: http://www.dtic.mil/cgi-bin/GetTRDoc?AD=ADA467401
  • Reimondo A. F. Haar cascades. [Online]. Available: http://alereimondo.no-ip.org/OpenCV/34/
  • Subburaman V., Descamps A., and Carincotte C., "Counting people in the crowd using a generic head detector," in IEEE Ninth International Conference on Advanced Video and Signal-Based Surveillance (AVSS), Sept 2012, pp. 470-475. [Online]. Available: http://dx.doi.org/10.1109/AVSS.2012.87
  • Suzuki S. and Be K., "Topological structural analysis of digitized binary images by border following," Computer Vision, Graphics, and Image Processing, vol. 30, no. 1, pp. 32 - 46, 1985. [Online]. Available: http://dx.doi.org/10.1016/0734-189X(85)90016-7
  • Weber M., Einhauser W., Welling M., and Perona P., "Viewpointinvariant learning and detection of human heads," in Proceedings Fourth IEEE International Conference on Automatic Face and Gesture Recognition, 2000, pp. 20-27. [Online]. Available: http: //dx.doi.org/10.1109/AFGR.2000.840607
  • Wilson P. I and Fernandez J., "Facial feature detection using Haar classifiers," J. Comput. Sci. Coll., vol. 21, no. 4, pp. 127-133, Apr. 2006. [Online]. Available: http://dl.acm.org/citation.cfm?id=1127389.1127416
  • Wong W. K., Chew Z. Y., Loo C. K., and Lim W. S., "An effective trespasser detection system using thermal camera," in Second International Conference on Computer Research and Development, May 2010, pp. 702-706. [Online]. Available: http: //dx.doi.org/10.1109/ICCRD.2010.161
  • Zhuang Z. and Bradtmiller B., "Head-and-face anthropometric survey of U.S. respirator users," in Journal of Occupational and Environmental Hygiene, vol. 2. ACGIH, 2005, pp. 567-576. [Online]. Available: http://www.nap.edu/html/11815/Anthrotech_report.pdf
Typ dokumentu
Bibliografia
Identyfikatory
Identyfikator YADDA
bwmeta1.element.ekon-element-000171329395

Zgłoszenie zostało wysłane

Zgłoszenie zostało wysłane

Musisz być zalogowany aby pisać komentarze.
JavaScript jest wyłączony w Twojej przeglądarce internetowej. Włącz go, a następnie odśwież stronę, aby móc w pełni z niej korzystać.