A unified learning framework for auto face annotation by mining web facial images

ACM International Conference Proceeding Series

Volumn , Issue , 2012, Pages 1392-1401

  Wang, Dayong ^a   Hoi, Steven Chu Hong ^a   He, Ying ^a  

^a NANYANG TECHNOLOGICAL UNIVERSITY   (Singapore)

Author keywords

face annotation; image retrieval; inductive learning; sparse coding; transductive learning; web facial images

Indexed keywords

FACE ANNOTATION; FACIAL IMAGES; INDUCTIVE LEARNING; SPARSE CODING; TRANSDUCTIVE LEARNING;

COMPUTER VISION; CONTENT BASED RETRIEVAL; IMAGE RETRIEVAL; KNOWLEDGE MANAGEMENT; LEARNING SYSTEMS;

IMAGE CODING;

EID: 84871034846     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2396761.2398444     Document Type: Conference Paper

References (56)

1. D. Anguelov, K. chih Lee, S. B. Göktürk, and B. Sumengen. Contextual identity recognition in personal photo albums. In CVPR, 2007.
2. P. N. Belhumeur, J. P. Hespanha, and D. J. Kriegman. Eigenfaces vs. fisherfaces: Recognition using class specific linear projection. IEEE Tran. PAMI, 19(7):711-720, 1997.
3. M. Belkin, P. Niyogi, and V. Sindhwani. Manifold regularization: A geometric framework for learning from labeled and unlabeled examples. Journal of Machine Learning Research, 7:2399-2434, 2006.
4. T. L. Berg, A. C. Berg, J. Edwards, and D. Forsyth. Who's in the picture. In NIPS, 2005.
5. 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 CVPR, pages 848-854, 2004.
6. Z. Cao, Q. Yin, X. Tang, and J. Sun. Face recognition with learning-based descriptor. In CVPR, 2010.
7. G. Carneiro, A. B. Chan, P. Moreno, and N. Vasconcelos. Supervised learning of semantic classes for image annotation and retrieval. IEEE Tran. PAMI, pages 394-410, 2006.
8. O. Chapelle, B. Schölkopf, and A. Zien, editors. Semi-Supervised Learning, MIT Press, 2006.
9. J. Y. Choi, W. D. Neve, K. N. Plataniotis, and Y. M. Ro. Collaborative face recognition for improved face annotation in personal photo collections shared on online social networks. IEEE Transactions on Multimedia, 13, 2011.
10. J. Cui, F. Wen, R. Xiao, Y. Tian, and X. Tang. Easyalbum: an interactive photo annotation system based on face clustering and re-ranking. In CHI, pages 367-376, 2007.
11. K. Delac and M. Grgic. Face Recognition. IN-TECH, 2007.
12. P. Duygulu, K. Barnard, J. de Freitas, and D. Forsyth. Object recognition as machine translation: Learning a lexicon for a fixed image vocabulary. In ECCV, 2002.
13. J. Fan, Y. Gao, and H. Luo. Multi-level annotation of natural scenes using dominant image components and semantic concepts. In ACM Multimedia, pages 540-547, 2004.
14. M. Guillaumin, T. Mensink, J. Verbeek, and C. Schmid. Automatic Face Naming with Caption-based Supervision. In CVPR, pages 1-8, 2008.
15. M. Guillaumin, T. Mensink, J. Verbeek, and C. Schmid. Face recognition from caption-based supervision. International Journal of Computer Vision, 2011.
16. M. Guillaumin, J. Verbeek, and C. Schmid. Is that you? Metric learning approaches for face identification. In International Conference on Computer Vision, Sept. 2009.
17. A. Hanbury. A survey of methods for image annotation. J. Vis. Lang. Comput., 19:617-627, October 2008.
18. E. Hjelmås and B. K. Low. Face detection: A survey. Computer Vision and Image Understanding, 2001.
19. T. K. Ho, J. J. Hull, and S. N. Srihari. Decision combination in multiple classifier systems. IEEE Trans. Pattern Anal. Mach. Intell., 16(1):66-75, Jan. 1994.
20. 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. Technical Report 07-49, University of Massachusetts, Amherst, October 2007.
21. R. Jafri and H. R. Arabnia. A survey of face recognition techniques. JIPS, 5:41-68, 2009.
22. A. K. Jain, K. Nandakumar, and A. Ross. Score normalization in multimodal biometric systems. Pattern Recognition, 38(12):2270-2285, 2005.
23. J. Kittler, M. Hatef, R. P. W. Duin, and J. Matas. On combining classifiers. IEEE Trans. Pattern Anal. Mach. Intell., 20(3):226-239, Mar. 1998.
24. M. G. Kresimir Delac and M. S. Bartlett. Recent Advances in Face Recognition. I-Tech Education and Publishing, 2008.
25. N. Kumar, A. C. Berg, P. N. Belhumeur, and S. K. Nayar. Attribute and Simile Classifiers for Face Verification. In International Conference on Computer Vision, Oct 2009.
26. D.-D. Le and S. Satoh. Unsupervised face annotation by mining the web. In ICDM, pages 383-392, 2008.
27. C.-F. Lin and S.-D.Wang. Fuzzy support vector machines. IEEE Transactions on Neural Networks, 464-471, 2002.
28. S. Melacci and M. Belkin. Laplacian Support Vector Machines Trained in the Primal. Journal of Machine Learning Research, 12:1149-1184, March 2011.
29. T. Mensink and J. J. Verbeek. Improving people search using query expansions. In ECCV, pages 86-99, 2008.
30. H. V. Nguyen and L. Bai. Cosine similarity metric learning for face verification. In ACCV, 2010., June 2008.
31. D. Ozkan and P. Duygulu. A graph based approach for naming faces in news photos. In CVPR, 2006
32. L. Page, S. Brin, R. Motwani, and T. Winograd. The pagerank citation ranking: Bringing order to the web. Technical Report 1999-66, Stanford InfoLab, November 1999. Previous number = SIDL-WP-1999-0120.
33. P. Pham, M.-F. Moens, and T. Tuytelaars. Naming persons in news video with label propagation. In Proceedings of the International Workshop on Visual Content Identification and Search at the IEEE International Conference on Multimedia & Expo, 1528-1533, 2010.
34. J. C. Platt. Probabilistic outputs for support vector machines and comparisons to regularized likelihood methods. In Advance In Large Margin Classifiers, 61-74, 1999.
35. X. Rui, M. Li, Z. Li, W.-Y. Ma, and N. Yu. Bipartite graph reinforcement model for web image annotation. In ACM Multimedia, 585-594, Augsburg, Germany, 2007.
36. B. C. Russell, A. Torralba, K. P. Murphy, and W. T. Freeman. Labelme: A database and web-based tool for image annotation. Int. J. Comput. Vision, 77(1-3):157-173, 2008.
37. S. Satoh, Y. Nakamura, and T. Kanade. Name-it: Naming and detecting faces in news videos. IEEE MultiMedia, 6(1):22-35, 1999.
38. C. Siagian and L. Itti. Rapid biologically-inspired scene classification using features shared with visual attention. IEEE Trans. Pattern Anal. Mach. Intell., 29:300-312, 2007.
39. J. Tang, R. Hong, S. Yan, T.-S. Chua, G.-J. Qi, and R. Jain. Image annotation by knn-sparse graph-based label propagation over noisily tagged web images. ACM Trans. Intell. Syst. Technol., 2:14:1-14:15, February 2011.
40. Y. Tian, W. Liu, R. Xiao, F. Wen, and X. Tang. A face annotation framework with partial clustering and interactive labeling. In CVPR, 2007.
41. C. Wang, F. Jing, L. Zhang, and H.-J. Zhang. Image annotation refinement using random walk with restarts. In Proceedings of ACM international conference on Multimedia, pages 647-650, 2006.
42. C. Wang, S. Yan, L. Zhang, and H.-J. Zhang. Multi-label sparse coding for automatic image annotation. CVPR, 0:1643-1650, 2009.
43. D. Wang, S. C. Hoi, and Y. He. Mining weakly labeled web facial images for search-based face annotation. In ACM SIGIR, 535-544, 2011.
44. D. Wang, S. C. H. Hoi, Y. He, and J. Zhu. Retrieval-based face annotation by weak label regularized local coordinate coding. In ACM Multimedia, pages 353-362, 2011.
45. G. Wang, A. Gallagher, J. Luo, and D. Forsyth. Seeing people in social context: recognizing people and social relationships. In ECCV, pages 169-182, 2010.
46. X.-J. Wang, L. Zhang, F. Jing, and W.-Y. Ma. Annosearch: Image auto-annotation by search. In CVPR, 2006.
47. J. Wright, A. Y. Yang, A. Ganesh, S. S. Sastry, and Y. Ma. Robust face recognition via sparse representation. IEEE Trans. Pattern Anal. Mach. Intell., 31(2), 2009.
48. F. Wu, Y. Han, Q. Tian, and Y. Zhuang. Multi-label boosting for image annotation by structural grouping sparsity. In ACM Multimedia, pages 15-24. ACM, 2010.
49. X. Wu and R. Srihari. Incorporating prior knowledge with weighted margin support vector machines. In ACM SIGKDD, pages 326-333, New York, NY, USA, 2004.
50. Z. Wu, Q. Ke, J. Sun, and H.-Y. Shum. Scalable face image retrieval with identity-based quantization and multi-reference re-ranking. In CVPR, pages 3469-3476, 2010.
51. K. Yu, T. Zhang, and Y. Gong. Nonlinear learning using local coordinate coding. In NIPS, pages 2259-2267, 2009.
52. W. Zhao, R. Chellappa, P. J. Phillips, and A. Rosenfeld. Face recognition: A literature survey. ACM Comput. Surv., 35(4):399-458, 2003.
53. J. Zhu. Semi-supervised learning literature survey. Technical report, Carnegie Mellon University, 2005.
54. J. Zhu, S. C. Hoi, and L. V. Gool. Unsupervised face alignment by robust nonrigid mapping. In ICCV, 2009.
55. J. Zhu, S. C. Hoi, and M. R. Lyu. Face annotation by transductive kernel fisher discriminant. IEEE Transactions on Multimedia, 10(01):86-96, 2008.
56. X. Zhu, Z. Ghahramani, and J. D. Lafferty. Semi-supervised learning using gaussian fields and harmonic functions. In ICML, pages 912-919, 2003.