Detecting human activities in retail surveillance using hierarchical finite state machine

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

Volumn , Issue , 2011, Pages 1337-1340

  Trinh, Hoang ^a   Fan, Quanfu ^a   Jiyan, Pan ^a   Gabbur, Prasad ^a   Miyazawa, Sachiko ^a   Pankanti, Sharath ^a  

^a IBM T J WATSON RESEARCH CENTER   (United States)

Author keywords

event recognition; finite state machine; retail shrink; video signal processing

Indexed keywords

DETERMINISTIC APPROACH; EVENT RECOGNITION; FINITE STATE MACHINE; FRAUD DETECTION; FRAUD DETECTION SYSTEM; HAND MOTION; HIERARCHICAL FINITE STATE MACHINES; HUMAN ACTIVITIES; MOTION PATTERN; PERIODIC ACTIVITY; RETAIL SHRINK; SPATIAL CONSTRAINTS; VIDEO DATA; VIDEO SIGNAL; VISION TECHNIQUE; VISUAL FEATURE;

COMPUTER CRIME; CRIME; FINITE AUTOMATA; SALES; SIGNAL DETECTION; SPEECH COMMUNICATION; SPEECH RECOGNITION; VIDEO RECORDING;

RETAIL STORES;

EID: 80051619085     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.2011.5946659     Document Type: Conference Paper

References (13)

1. StopLift, "http://www.stoplift.com," .
2. Q. Fan; R. Bobbit; Y. Zhai; A. Yanagawa; S. Pankanti and A. Hampapur, "Recognition of repetitive sequential human activity," in CVPR, 2009.
3. Q. Fan; A. Yanagawa; R. Bobbit; Y. Zhai; R. Kjeldsen; S. Pankanti and A. Hampapur, "Detecting sweethearting in retail surveillance videos," in ICASSP, 2009.
4. I. Laptev and T. Lindeberg, "Space-time interest points," in ICCV, 2003.
5. I. Laptev; M. Marszalek; C. Schmid and B. Rozenfeld, "Learning realistic human actions from movies," in CVPR, 2008.
6. A. Kovashka and K. Grauman, "Learning a hierarchy of discriminative space-time neighborhood features for human action recognition," in CVPR, 2010.
7. A. F. Bobick and J. W. Davis, "The recognition of human movement using temporal templates," IEEE PAMI, vol. 23, pp. 257-267, 2001.
8. F. Nater; H. Grabner and L. Van Gool, "Exploiting simple hierarchies for unsupervised human behavior analysis," in CVPR, 2010.
9. Q. Fan; A. Yanagawa; R. Bobbitt; Y. Zhai; S. Pankanti and A. Hampapur, "Fast detection of retail fraud by using polar touch buttons," in ICME, 2009.
10. Tom M Mitchell, Machine Learning, WCB/McGraw-Hill Corporation.
11. M. Isard and A. Blake, "Condensation - conditional density propagation for visual tracking," IJCV, vol. 29, pp. 5-28, 1998.
12. E. Ong and R. Bowden, "A boosted classifier tree for hand shape detection," in International Conference on Automatic Face and Gesture Recognition, 2004.
13. J. Alon; V. Athitsos; Q. Yuan and S. Sclaroff, "A unified framework for gesture recognition and spatiotemporal gesture segmentation," IEEE PAMI, vol. 31, pp. 1685-1699, 2009.