Attribute-based people search: Lessons learnt from a practical surveillance system

ICMR 2014 - Proceedings of the ACM International Conference on Multimedia Retrieval 2014

Volumn , Issue , 2014, Pages 153-160

  Feris, Rogerio ^a   Bobbitt, Russel ^a   Brown, Lisa ^a   Pankanti, Sharath ^a  

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

Author keywords

Attributes; People search; Video analytics

Indexed keywords

CAMERAS;

ATTRIBUTE-BASED; ATTRIBUTES; EXPERIMENTAL ANALYSIS; INTEGRAL FILTERS; PEOPLE SEARCHES; SURVEILLANCE CAMERAS; SURVEILLANCE SYSTEMS; VIDEO ANALYTICS;

SECURITY SYSTEMS;

EID: 84899720033     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2578726.2578732     Document Type: Conference Paper

References (32)

1. R. Benenson, M. Mathias, T. Tuytelaars, and L. V. Gool. Seeking the strongest rigid detector. In CVPR, 2013.
2. L. Bourdev, S. Maji, and J. Malik. Recognizing human actions by attributes. In ICCV, 2011.
3. H. Chen, A. Gallagher, and B. Girod. Describing clothing by semantic attributes. In ECCV, 2012.
4. P. Dollar, Z. Tu, P. Perona, and S. Belongie. Integral channel features. In BMVC, 2009.
5. A. Farhadi, I. Endres, D. Hoiem, and D. Forsyth. Describing objects by their attributes. In CVPR, 2009.
6. R. S. Feris, T. Campos, and R. Cesar. Detection and tracking of facial features in video sequences. In MICAI, 2001.
7. J. Friedman, T. Hastie, and R. Tibshirani. Additive logistic regression: a statistical view of boosting. Annals of Statistics, 38(2):337-374, 2000.
8. J. Klontz and A. Jain. A case study of automated face recognition: The boston marathon bombings suspects. In IEEE Computer, 2013.
9. A. Kovashka, D. Parikh, and K. Grauman. Whittlesearch: Image search with relative attribute feedback. In CVPR, 2012.
10. G. Kulkarni, V. Premraj, S. Dhar, S. Li, Y. Choi, A. Berg, and T. Berg. Baby talk: Understanding and generating simple image descriptions. In CVPR, 2011.
11. N. Kumar, P. Belhumeur, and S. Nayar. Facetracer: A search engine for large collections of images with faces. In ECCV, 2008.
12. N. Kumar, A. C. Berg, P. N. Belhumeur, and S. K. Nayar. Attribute and simile classifiers for face verification. In ICCV, 2009.
13. C. H. Lampert, H. Nickisch, and S. Harmeling. Learning to detect unseen object classes by between-class attribute transfer. In CVPR, 2009.
14. R. Layne, T. Hospedales, and S. Gong. Person re-identification by attributes. In BMVC, 2012.
15. R. Lienhart, A. Kuranov, and V. Pisarevsky. Empirical analysis of detection cascades of boosted classifiers for rapid object detection. In DAGM 25th Pattern Recognition Symposium, 2003.
16. J. Liu, B. Kuipers, and S. Savarese. Recognizing human actions by attributes. In CVPR, 2011.
17. D. Parikh and K. Grauman. Relative attributes. In ICCV, 2011.
18. W. Scheirer, N. Kumar, P. Belhumeur, and T. Boult. Multi-attribute spaces: Calibration for attribute fusion and similarity search. In CVPR, 2012.
19. B. Siddiquie, R. S. Feris, and L. Davis. Image ranking and retrieval based on multi-attribute queries. In CVPR, 2011.
20. J. Sivic and A. Zisserman. Video google: A text retrieval approach to object matching in videos. In ICCV, 2003.
21. C. Stauffer and W. Grimson. Adaptive background mixture models for real-time tracking. In CVPR, 1998.
22. J. Terrillon and S. Akamatsu. Comparative performance of different chrominance spaces for color segmentation and detection of human faces in complex scene images. In Face and Gesture Recognition, 2000.
23. Y. Tian, M. Lu, and A. Hampapur. Robust and efficient foreground analysis for real-time video surveillance. In CVPR, 2005.
24. D. A. Vaquero, R. S. Feris, D. Tran, L. Brown, and A. Hampapur. Attribute-based people search in surveillance environments. In WACV, 2009.
25. P. Viola and M. Jones. Robust Real-time Object Detection. In International Journal of Computer Vision, 2001.
26. C. Wah, S. Branson, P. Perona, and S. Belongie. Multiclass recognition and part localization with humans in the loop. In ICCV, 2011.
27. L. Wolf, T. Hassner, and I. Maoz. Face recognition in unconstrained videos with matched background similarity. In CVPR, 2011.
28. L. Wolf and N. Levy. The svm-minus similarity score for video face recognition. In CVPR, 2013.
29. H. Wu, R. Luk, K. Wong, and K. Kwok. Interpreting tf-idf term weights as making relevance decisions. In ACM Transactions on Information Systems, 2008.
30. R. Yan, J. Tesic, and J. Smith. Model-shared subspace boosting for multi-label classification. In KDD, 2007.
31. B. Zadrozny and C. Elkan. Transforming classifier scores into accurate multiclass probability estimates. In KDD, 2002.
32. L. Zheng, S. Wang, Z. Liu, and Q. Tian. Lp-norm idf for large scale image search. In CVPR, 2013.