Finding celebrities in billions of web images

IEEE Transactions on Multimedia

Volumn 14, Issue 4 PART1, 2012, Pages 995-1007

  Zhang, Xiao ^a   Zhang, Lei ^b   Wang, Xin Jing ^b   Shum, Heung Yeung ^c  

^a TSINGHUA UNIVERSITY   (China)

^b MICROSOFT RESEARCH ASIA   (China)

^c MICROSOFT   (United States)

Author keywords

Face recognition; image annotation; image database; image retrieval

Indexed keywords

DATA SETS; FACE ANNOTATION; IMAGE ANNOTATION; IMAGE DATABASE; ORDERS OF MAGNITUDE; WEB IMAGES;

FACE RECOGNITION;

IMAGE RETRIEVAL;

EID: 84864123861     PISSN: 15209210     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMM.2012.2186121     Document Type: Article

References (42)

1. T. L. Berg, A. C. Berg, J. Edwards, and D. A. Forsyth, "Who's in the picture," presented at the NIPS, Vancouver, British Columbia, 2004.
2. D. Ozkan and P. Duygulu, "A graph based approach for naming faces in news photos," in Proc. CVPR, 2006, pp. 1477-1482.
3. M. Guillaumin, T. Mensink, J. J. Verbeek, and C. Schmid, "Automatic face naming with caption-based supervision," in Proc. CVPR, 2008, pp. 1-8.
4. P. T. Pham, M.-F. Moens, and T. Tuytelaars, "Cross-media alignment of names and faces," IEEE Trans. Multimedia, vol. 12, no. 1, pp. 13-27, Jan. 2010.
5. Z. Stone, T. Zickler, and T. Darrell, "Autotagging facebook: Social network context improves photo annotation," in Proc. 1st IEEE Workshop Internet Vis., 2008, pp. 1-8.
6. C. Zhang and P. Viola, "Multiple-instance pruning for learning efficient cascade detectors," presented at the NIPS, Vancouver, British Columbia, 2007.
7. A. Angelova, Y. S. Abu-Mostafa, and P. Perona, "Pruning training sets for learning of object categories," in Proc. IEEE Conf. Comput. Vis. Pattern Recognit. (CVPR), 2005, pp. 494-501.
8. W. Gao, B. Cao, S. Shan, X. Chen, D. Zhou, X. Zhang, and D. Zhao, "The cas-peal large-scale Chinese face database and baseline evaluations," IEEE Trans. Syst.,Man, Cybernetics-Part A, vol. 38, no. 1, pp. 149-161, Jan. 2008.
9. P. J. Phillips, P. J. Flynn, W. T. Scruggs, K.W. Bowyer, J. Chang, K. J. Hoffman, J. Marques, J. Min, and W. J. Worek, "Overview of the face recognition grand challenge," in IEEE Conf. Comput. Vis. Pattern Recognit. (CVPR), 2005, pp. 947-954.
10. P. J. Phillips, H. Moon, S. A. Rizvi, and P. J. Rauss, "The feret evaluation methodology for face-recognition algorithms," IEEE Trans. Pattern Anal. Mach. Intell., vol. 22, no. 10, pp. 1090-1104, Oct. 2000.
11. T. Sim, S. Baker, and M. Bsat, "The cmu pose, illumination, and expression database," IEEE Trans. Pattern Anal. Mach. Intell., vol. 25, no. 12, pp. 1615-1618, Dec. 2003.
12. G. B. Huang, M. Ramesh, T. Berg, and E. Learned-Miller, "Labeled faces in the wild: A database for studying face recognition in unconstrained environments," Univ. Massachusetts, Amherst, MA, Tech. Rep., 2007.
13. C. Liu, S. Jiang, and Q. Huang, "Naming faces in broadcast news video by image Google," ACM Multimedia, pp. 717-720, 2008.
14. D. Ozkan and P. Duygulu, "Finding people frequently appearing in news," in Proc. CIVR, 2006, pp. 173-182.
15. M. Zhao, J. Yagnik, H. Adam, and D. Bau, "Large scale learning and recognition of faces in web videos," FG, pp. 1-7, 2008.
16. M. E. Sargin, H. Aradhye, P. J. Moreno, and M. Zhao, "Audiovisual celebrity recognition in unconstrained web videos," in Proc. ICASSP, 2009, pp. 1977-1980.
17. I. Kemelmacher-Shlizerman,A. Sankar, E. Shechtman, and S. M. Seitz, "Being John Malkovich," in Proc. ECCV (1), 2010, pp. 341-353.
18. D. Ramanan, S. Baker, and S. Kakade, "Leveraging archival video for building face datasets," in Proc. ICCV, 2007, pp. 1-7.
19. L. Jie, B. Caputo, and V. Ferrari, "Who's doing what: Jointmodeling of names and verbs for simultaneous face and pose annotation," presented at the NIPS, Vancouver, British Columbia, Dec. 2009.
20. T. L. Berg,A. C. Berg, J. Edwards,M.Maire, R.White, Y. W. Teh, E. G. Learned-Miller, and D. A. Forsyth, "Names and faces in the news," in Proc. IEEE Conf. Comput. Vis. Pattern Recognit. (CVPR), 2004, pp. II-848-II-854.
21. T. Cour, B. Sapp, C. Jordan, and B. Taskar, "Learning from ambiguously labeled images," in Proc. CVPR, 2009, pp. 919-926.
22. J.Deng,W. Dong,R. Socher, L.-J.Li, K. Li, and L. Fei-Fei, "Imagenet: A large-scale hierarchical image database," in IEEE Conf. Comput. Vis. Pattern Recognit. (CVPR), 2009, pp. 248-255.
23. L. Kennedy, M. Slaney, and K. Weinberger, "Reliable tags using image similarity: Mining specificity and expertise from large-scale multimedia databases," presented at the ACM Multimedia: Workshop Web-Scale Multimedia Corpus, Beijing, China, 2009.
24. X.-J. Wang, L. Zhang, M. Liu, Y. Li, and W.-Y. Ma, "Arista-Image search to annotation on billions of web photos," in Proc. CVPR, 2010, pp. 2987-2994.
25. Z. Wu, Q. Ke, J. Sun, and H.-Y. Shum, "Scalable face image retrieval with identity-based quantization and multi-reference re-ranking," in Proc. CVPR, 2010, pp. 3469-3476.
26. A. Bhole, B. Fortuna, M. Grobelnik, and D. Mladenic, "Extracting named entities and relating them over time based on wikipedia," Informatica (Slovenia), vol. 31, no. 4, pp. 463-468, 2007.
27. Z.Nie,Y.Ma, S. Shi, J.-R.Wen, andW.-Y.Ma, "Web object retrieval," WWW, pp. 81-90, 2007.
28. B. Wang, Z.-W. Li, M.-J. Li, and W.-Y. Ma, "Large-scale duplicate detection for web image search," in Proc. ICME, 2006, pp. 353-356.
29. X. Zhang, Z. Li, L. Zhang, W.-Y. Ma, and H.-Y. Shum, "Efficient indexing for large scale visual search," in Proc. ICCV, 2009, pp. 1103-1110.
30. J. Philbin, O. Chum, M. Isard, J. Sivic, and A. Zisserman, "Object retrieval with large vocabularies and fast spatial matching," in Proc. CVPR, 2007, pp. 1-8.
31. Y. Cao, C. Wang, Z. Li, L. Zhang, and L. Z., "Spatial-bag- offeatures," in Proc. CVPR, 2010, pp. 3352-3359.
32. M. Guillaumin, T. Mensink, J. Verbeek, and C. Schmid, "Face recognition from caption-based supervision," Int. J. Comput. Vis. 2011 [Online]. Available: Http://hal.inria.fr/inria-00585834/en
33. T. Ahonen, A. Hadid, andM. Pietikäinen, "Face recognition with local binary patterns," presented at the ECCV Prague, Czech Republic, 2004.
34. X. Tan and B. Triggs, "Fusing gabor and lbp feature sets for kernelbased face recognition," in Proc. AMFG, 2007, pp. 235-249.
35. C.-H. Chan, J. Kittler, and K.Messer, "Multi-scale local binary pattern histograms for face recognition," in Proc. ICB, 2007, pp. 809-818.
36. G. Zhang, X. Huang, S. Z. Li, Y. Wang, and X. Wu, "Boosting local binary pattern (lbp)-based face recognition," in Proc. SINOBIOMETRICS, 2004, pp. 179-186.
37. T. Ahonen, A. Hadid, and M. Pietikäinen, "Face description with local binary patterns: Application to face recognition," IEEE Trans. Pattern Anal. Mach. Intell., vol. 28, no. 12, pp. 2037-2041, Dec. 2006.
38. G. Zhao and M. Pietikäinen, "Dynamic texture recognition using local binary patterns with an application to facial expressions," IEEE Trans. Pattern Anal. Mach. Intell., vol. 29, no. 6, pp. 915-928, Jun. 2007.
39. M. Guillaumin, J. J. Verbeek, and C. Schmid, "Multiple instancemetric learning from automatically labeled bags of faces," in Proc. ECCV (1), 2010, pp. 634-647.
40. Z. Cao, Q. Yin, X. Tang, and J. Sun, "Face recognition with learningbased descriptor," in Proc. CVPR, 2010, pp. 2707-2714.
41. M. A. Turk and A. P. Pentland, "Eigenfaces for recognition," J. Cognitive Neurosci., vol. 3, no. 1, pp. 71-86, Mar. 1991.
42. P. Tirilly, V. Claveau, and P. Gros, "News image annotation on a large parallel text-image corpus," presented at the LREC, Malta, 2010.