Density-aware person detection and tracking in crowds

Proceedings of the IEEE International Conference on Computer Vision

Volumn , Issue , 2011, Pages 2423-2430

  Rodriguez, Mikel ^a,d   Laptev, Ivan ^b,d   Sivic, Josef ^b,d   Audibert, Jean Yves ^c,d  

^a ECOLE NORMALE SUPÉRIEURE   (France)

^b INRIA   (France)

^c UNIVERSITÉ PARIS EST   (France)

^d Centre National de la Recherche Scientifique   (France)

Author keywords

[No Author keywords available]

Indexed keywords

CROWD DENSITY; DATA SETS; DETECTION AND TRACKING; ENERGY FUNCTIONS; GLOBAL STRUCTURE; HEAVY OCCLUSION; INDIVIDUAL OBJECTS; PERSON DETECTION; VIDEO SCENE;

IMAGE PROCESSING; OPTIMIZATION;

PROBABILITY DENSITY FUNCTION;

EID: 84856635813     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICCV.2011.6126526     Document Type: Conference Paper

References (31)

1. http://www.di.ens.fr/willow/research/crowddensity/.
2. S. Ali and M. Shah. Floor Fields for Tracking in High Density Crowd Scenes. In ECCV, 2008.
3. O. Barinova, V. Lempitsky, and P. Kohli. On detection of multiple object instances using hough transforms. In CVPR, 2010.
4. M. Breitenstein, F. Reichlin, B. Leibe, E. Koller-Meier, and L. Van Gool. Robust tracking-by-detection using a detector confidence particle filter. In ICCV, 2009.
5. A. Chan, Z. Liang, and N. Vasconcelos. Privacy preserving crowd monitoring: Counting people without people models or tracking. In CVPR, 2008.
6. S. Cho, T. Chow, and C. Leung. A neural-based crowd estimation by hybrid global learning algorithm. IEEE Transactions on Systems, Man, and Cybernetics, 29(4):535-541, 2002.
7. N. Dalal and B. Triggs. Histograms of oriented gradients for human detection. In CVPR, pages I:886-893, 2005.
8. C. Desai, D. Ramanan, and C. Fowlkes. Discriminative models for multi-class object layout. In ICCV, 2009.
9. X. Descombes, R. Minlos, and E. Zhizhina. Object extraction using a stochastic birth-and-death dynamics in continuum. Journal of Mathematical Imaging and Vision, 33(3):347-359, 2009.
10. M. Everingham, J. Sivic, and A. Zisserman. Hello! My name is buffy-automatic naming of characters in tv video. In BMVC, 2006.
11. M. Everingham, L. Van Gool, C. K. I. Williams, J. Winn, and A. Zisserman. The PASCAL Visual Object Classes Challenge 2008 (VOC2008) Results. http://www.pascalnetwork. org/challenges/VOC/voc2008/workshop/index.html.
12. P. Felzenszwalb, R. Girshick, D. McAllester, and D. Ramanan. Object detection with discriminatively trained part based models. IEEE PAMI, 32(9), 2010.
13. A. Gallagher and T. Chen. Understanding images of groups of people. In CVPR, 2000.
14. D. Hoiem, A. Efros, and M. Hebert. Putting Objects in Perspective. IJCV, 2008.
15. A. Johansson, D. Helbing, and P. Shukla. Specification of the social force pedestrian model by evolutionary adjustment to video tracking data. Advances in Complex Systems, 10(2):271-288, 2007.
16. Z. Khan, T. Balch, and F. Dellaert. MCMC-based particle filtering for tracking a variable number of interacting targets. IEEE PAMI, 27(11):1805-1819, 2005.
17. D. Kong, D. Gray, and H. Tao. A viewpoint invariant approach for crowd counting. In ICPR, 2006.
18. V. Lempitsky and A. Zisserman. Learning to count objects in images. In NIPS, 2010.
19. K. Li and T. Kanade. Cell population tracking and lineage construction using multiple-model dynamics filters and spatiotemporal optimization. In IWMIAAB, 2007.
20. A. Marana, S. Velastin, L. Costa, and R. Lotufo. Estimation of crowd density using image processing. In IEE Colloquium on Image Processing for Security Applications, 2002.
21. E. Marieb and K. Hoehn. Human anatomy & physiology. Pearson Education, 2007.
22. P. Nillius, J. Sullivan, and S. Carlsson. Multi-target tracking: Linking identities using bayesian network inference. In CVPR, pages II:2187-2194, 2006.
23. S. Pellegrini, A. Ess, K. Schindler, and L. Van Gool. You'll never walk alone: Modeling social behavior for multi-target tracking. In ICCV, 2010.
24. V. Rabaud and S. Belongie. Counting crowded moving objects. In CVPR, 2006.
25. A. Rabinovich, A. Vedaldi, C. Galleguillos, E. Wiewiora, and S. Belongie. Objects in context. In CVPR, 2007.
26. M. Rodriguez, S. Ali, and T. Kanade. Tracking in unstructured crowded scenes. In ICCV, 2009.
27. M. Rodriguez, J. Sivic, I. Laptev, and J.-Y. A. Data-driven crowd analysis in videos. In ICCV, 2011.
28. J. Shi and C. Tomasi. Good features to track. In CVPR, 1994.
29. A. Torralba. Contextual priming for object detection. IJCV, 53(2), 2003.
30. B. Wu and R. Nevatia. Detection of multiple, partially occluded humans in a single image by bayesian combination of edgelet part detectors. In ICCV, 2005.
31. B. Yao and L. Fei-Fei. Modeling mutual context of object and human pose in human-object interaction activities. In CVPR, 2010.