Large-scale vehicle detection, indexing, and search in urban surveillance videos

IEEE Transactions on Multimedia

Volumn 14, Issue 1, 2012, Pages 28-42

  Feris, Rogerio Schmidt ^a   Siddiquie, Behjat ^b   Petterson, James ^c   Zhai, Yun ^a   Datta, Ankur ^a   Brown, Lisa M ^a   Pankanti, Sharath ^a  

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

^b UNIVERSITY OF MARYLAND   (United States)

^c AUSTRALIAN NATIONAL UNIVERSITY   (Australia)

Author keywords

Large scale learning; large scale video collections; vehicle search; video surveillance

Indexed keywords

FEATURE DESCRIPTORS; LARGE-SCALE LEARNING; LARGE-SCALE PROCESSING; SEARCH QUERIES; TWO-DIMENSION; URBAN SURVEILLANCE; VEHICLE DETECTION; VEHICLE DETECTOR; VEHICLE TYPES; VIDEO COLLECTIONS; VIDEO SURVEILLANCE; VISUAL DETECTION;

AUTOMOBILE EXHIBITIONS; AUTOMOBILES; DETECTORS; FEATURE EXTRACTION; INDEXING (MATERIALS WORKING); INDEXING (OF INFORMATION); LAPTOP COMPUTERS; MONITORING; QUERY LANGUAGES; TRUCKS; VEHICLES;

SECURITY SYSTEMS;

EID: 84856193864     PISSN: 15209210     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMM.2011.2170666     Document Type: Article

References (34)

1. C. Anagnostopoulos, I. Anagnostopoulos, I. Psoroulas, V. Loumos, and E. Kayafas, "License plate recognition from still images and video sequences: A survey," IEEE Trans. Intell. Transp. Syst., vol. 9, no. 3, pp. 377-391, Sep. 2008.
2. J. Prokaj and G. Medioni, "3D model based vehicle recognition," in Proc. WACV, 2009.
3. X. Ma, W. Eric, and L. Grimson, "Edge-based rich representation for vehicle classification," in Proc. ICCV, 2005.
4. C. Stauffer and W. Grimson, "Adaptive background mixture models for real-time tracking," in Proc. CVPR, 1998.
5. Y. Tian, M. Lu, and A. Hampapur, "Robust and efficient foreground analysis for real-time video surveillance," in Proc. CVPR, 2005.
6. C. H. Lampert, H. Nickisch, and S. Harmeling, "Learning to detect unseen object classes by between-class attribute transfer," in Proc. CVPR, 2009.
7. A. Farhadi, I. Endres, D. Hoiem, and D. Forsyth, "Describing objects by their attributes," in Proc. CVPR, 2009.
8. N. Kumar, A. C. Berg, P. N. Belhumeur, and S. K. Nayar, "Attribute and simile classifiers for face verification," in Proc. ICCV, 2009.
9. D. A. Vaquero, R. S. Feris, D. Tran, L. Brown, and A. Hampapur, "Attribute-based people search in surveillance environments," in Proc. WACV, 2009.
10. P. Viola and M. Jones, "Robust real-time object detection," Int. J. Comput. Vis., vol. 57, no. 2, pp. 137-154, 2004.
11. B. Wu and R. Nevatia, "Cluster boosted tree classifier for multi-view, multi-pose object detection," in Proc. ICCV, 2007.
12. W. Zheng and L. Liang, "Fast car detection using image strip features," in Proc. CVPR, 2009.
13. N. Dalal and B. Triggs, "Histograms of oriented gradients for human detection," in Proc. CVPR, 2005.
14. P. Felzenszwalb, R. B. Girshick, and D. McAllester, "Cascade object detection with deformable part models," in Proc. CVPR, 2010.
15. H. Schneiderman and T. Kanade, "A statistical approach to 3D object detection applied to faces and cars," in Proc. CVPR, 2000.
16. S. A. O. Javed and M. Shah, "Online detection and classification of moving objects using progressively improving detectors," in Proc. CVPR, 2005.
17. P. Roth, H. Grabner, D. Skocaj, H. Bischol, and Leonardis, "On-line conservative learning for person detection," in Proc. PETS Workshop, 2005.
18. S. Agarwal, A. Awan, and D. Roth, "Learning to detect objects in images via a sparse, part-based representation," IEEE Trans. Pattern Anal. Mach. Intell., vol. 26, no. 11, pp. 1475-1490, Nov. 2004. (Pubitemid 40168024)
19. C. Kuo and R. Nevatia, "Robust multi-view car detection using unsupervised sub-categorization," in Proc. WACV, 2009.
20. G. Griffin, A. D. Holub, and P. Perona, The caltech-256, Caltech Tech. Rep., 2007.
21. M. Everingham, L. Van Gool, C. K. I. Williams, J. Winn, and A. Zisserman, The PASCAL Visual Object Classes Challenge 2007 (VOC2007) Results. [Online]. Available: http://www.pascalnetwork. org/challenges/VOC/voc2007/workshop/index. html.
22. Y. Lin and T. Liu, "Fast object detection with occlusions," in Proc. ECCV, 2004.
23. A. Senior, A. Hampapur, Y.-L. Tian, L. Brown, S. Pankanti, and R. Bolle, "Appearance models for occlusion handling," J. Image Vis. Comput., vol. 24, no. 11, pp. 1233-1243, Nov. 2006. (Pubitemid 44485267)
24. O. Russakovsky and L. Fei-Fei, "Attribute learning in large-scale datasets," in Proc. ECCV 2010 Workshop on Parts and Attributes, 2010.
25. R. Feris, J. Petterson, B. Siddiquie, L. Brown, and S. Pankanti, "Large-scale vehicle detection in challenging urban surveillance environments," in Proc. WACV, 2011.
26. R. Fattal, D. Lischinski, and M. Werman, "Gradient domain high dynamic range," in Proc. ACM SIGGRAPH, 2002.
27. T. Cootes, G. Edwards, and C. Taylor, "Active appearance models," IEEE Trans. Pattern Anal. Mach. Intell., vol. 23, no. 6, pp. 681-685, Jun. 2001. (Pubitemid 32585279)
28. S. Merler, B. Caprile, and C. Furlanello, "Parallelizing adaboost by weights dynamics," Computat. Statist. Data Anal., vol. 51, no. 5, pp. 2487-2498, 2007. (Pubitemid 44751258)
29. D. A. Forsyth, O. Arikan, L. Ikemoto, J. O'Brien, and D. Ramanan, "Computational studies of human motion: part 1, tracking and motion synthesis," Found. Trends. Comput. Graph. Vis., vol. 1, no. 2-3, pp. 77-254, 2005.
30. H. W. Kuhn, "The Hungarian method for the assignment problem," Naval Res. Logist. Quart., vol. 2, pp. 83-97, 1955.
31. M. D. Breitenstein, F. Reichlin, B. Leibe, E. Koller-Meier, and L. V. Gool, "Online multi-person tracking-by-detection from a single, uncalibrated camera," IEEE Trans. Pattern Anal. Mach. Intell., to be published.
32. D. Sadlier and N. O'Connor, "Evaluation of a vehicle tracking system for multi-modal uav-captured video data," in Proc. SPIE Defense and Security Conf., Orlando, FL, Apr. 2010.
33. A. Hampapur, L. Brown, R. S. Feris, A. Senior, C. Shu, Y. Tian, Y. Zhai, and M. Lu, "Searching surveillance video," in Proc. AVSS, 2007.
34. D.-C. Tseng and C.-H. Chang, "Color segmentation using ucs perceptual attributes," Proc. Nat. Sci. Council: Part A, vol. 18, pp. 305-314, 1994.