Representative discovery of structure cues for weakly-supervised image segmentation

IEEE Transactions on Multimedia

Volumn 16, Issue 2, 2014, Pages 470-479

  Zhang, Luming ^a   Gao, Yue ^a   Xia, Yingjie ^b   Lu, Ke ^c   Shen, Jialie ^d   Ji, Rongrong ^e  

^a NATIONAL UNIVERSITY OF SINGAPORE   (Singapore)

^b HANGZHOU NORMAL UNIVERSITY   (China)

^c UNIVERSITY OF CHINESE ACADEMY OF SCIENCES   (China)

^d SINGAPORE MANAGEMENT UNIVERSITY   (Singapore)

^e XIAMEN UNIVERSITY   (China)

Author keywords

active learning; graphlet; segmentation; Structure cues; weakly supervised

Indexed keywords

ACTIVE LEARNING; EMBEDDING ALGORITHMS; GAUSSIAN MIXTURE MODEL; GRAPHLET; IMAGE SEGMENTATION ALGORITHM; MULTIMEDIA CONTENT ANALYSIS; SEGMENTATION METHODS; WEAKLY SUPERVISED;

SEMANTICS;

IMAGE SEGMENTATION;

EID: 84893381680     PISSN: 15209210     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMM.2013.2293424     Document Type: Article

References (32)

1. R. Achanta, A. Shaji, K. Smith, A. Lucchi, P. Fua, and S. Süsstrunk, "SLIC superpixels compared to state-of-the-art superpixel methods," IEEE Trans. Pattern Anal. Mach. Intell., vol. 34, no. 11, pp. 2274-2282, Nov. 2012.
2. B. Cheng, B. Ni, S. Yan, and Q. Tian, "Learning to photograph," in Proc. ACM Multimedia, 2010, pp. 291-300.
3. N. Dalal and B. Triggs, "Histograms of oriented gradients for human detection," in Proc. CVPR, 2005, pp. 886-893. (Pubitemid 43897286)
4. M. Everingham, L. Van Gool, C. K. I. Williams, J. Winn, and A. Zisserman, "The PASCAL visual object classes (VOC) challenge," Int. J. Comput. Vision, vol. 88, no. 2, pp. 303-338, 2010.
5. G. H. Golub and C. F. Van Loan, Matrix Computation. Baltimore, MD, USA: Johns Hopkins Univ. Press, 1996.
6. D. Hoiem, A. A. Efros, and M. Hebert, "Geometric context from a single image," in Proc. CVPR, 2009, pp. 1-8.
7. S. Kim, S. Nowozin, P. Kohli, and C. D. Yoo, "Higher-order correlation clustering for image segmentation," in Proc. NIPS, 2011, pp. 1530-1538.
8. P. Kohli, L. Ladicky, and P. H. S. Torr, "Robust higher order potentials for enforcing label consistency," Int. J. Comput. Vision, vol. 82, no. 3, pp. 302-324, 2009.
9. Y. Keselman and S. J. Dickinson, "Generic model abstraction from examples," IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 7, pp. 1141-1156, 2005. (Pubitemid 41046908)
10. X. Liu, M. Song, D. Tao, Z. Liu, L. Zhang, J. Bu, and C. Chen, "Semi-supervised node splitting for random forest construction," in Proc. CVPR, 2013.
11. C. Liu, J. Yuen, and A. Torralba, "Nonparametric scene parsing: Label transfer via dense scene alignment," in Proc. CVPR, 2009, pp. 1972-1979.
12. Y. Li, B. Geng, D. Tao, Z.-J. Zha, L. Yang, and C. Xu, "Difficulty guided image retrieval using linear multiple feature embedding," IEEE Trans. Multimedia, vol. 14, no. 6, pp. 1618-1630, 2012.
13. L. Ladický, C. Russell, P. Kohli, and P. H. S. Torr, "Associative hierarchical CRFs for object class image segmentation," in Proc. ICCV, 2009, pp. 739-746.
14. Z. Ma, F. Nie, Y. Yang, J. Uijlings, N. Sebe, and A. G. Hauptmann, "Discriminating joint feature analysis for multimedia data understanding," IEEE Trans. Multimedia, vol. 14, no. 6, pp. 1662-1672, 2012.
15. B. Ni, M. Xu, B. Cheng, M. Wang, S. Yan, and Q. Tian, "Learning to photograph: A compositional perspective," Trans. Multimedia, accepted for publication.
16. J. Platt, "Probabilistic outputs for SVMs and comparisons to regularized likelihood methods," in Advances in Large Margin Classifiers. Cambridge, MA, USA: MIT Press, 1999, pp. 61-74.
17. S. Rital, "Hypergraph cuts and unsupervised representation for image segmentation," Fundamenta Informaticae pp. 153-179, 2009.
18. J. Shotton, J. M. Winn, C. Rother, and A. Criminisi, "TextonBoost: Joint appearance, shape and context modeling for multi-class object recognition and segmentation," in Proc. ECCV, 2006, pp. 1-15. (Pubitemid 44029764)
19. M. Stricker and M. Orengo, "Similarity of color images," Storage and Retrieval of Image and Video Databases, pp. 381-392, 1995.
20. J. J. Verbeek and B. Triggs, "Region classification with Markov field aspect models," in Proc. CVPR, 2007, pp. 1-8.
21. A. Vezhnevets and J. M. Buhmann, "Towards weakly-supervised semantic segmentation by means of multiple instance and multitask learning," in Proc. CVPR, 2010, pp. 3249-3256.
22. A. Vezhnevets, V. Ferrari, and J. M. Buhmann, "Weakly-supervised semantic segmentation with a multi-image model," in Proc. ICCV, 2011, pp. 643-650.
23. A. Vezhnevets, J. M. Buhmann, and V. Ferrari, "Active learning for semantic segmentation with expected change," in Proc. CVPR, 2012, pp. 3162-3169.
24. A. Vezhnevets, V. Ferrari, and J. M. Buhmann, "Weakly-supervised structured output learning for semantic segmentation," in Proc. CVPR, 2012, pp. 845-852.
25. Y. Gao, M. Wang, D. Tao, R. Ji, and Q. Dai, "3D object retrieval and recognition with hypergraph analysis," IEEE Trans. Image Process., vol. 21, no. 9, pp. 4290-4303, Sep. 2012.
26. Y. Gao, M. Wang, Z. Zha, J. Shen, X. Li, and X. Wu, "Visual-textual joint relevance learning for tag-based social image search," IEEE Trans. Image Process., vol. 22, no. 1, pp. 363-376, Jan. 2013.
27. M. Werman and D. Weinshall, "Similarity and affine invariant distances between 2d point sets," IEEE Trans. Pattern Anal.Mach. Intell., vol. 17, pp. 810-814, 1995.
28. Y. Yang, Y. Zhuang, F. Wu, and Y. Pan, "Harmonizing hierarchical manifolds for multimedia document semantics understanding and cross-media retrieval," IEEE Trans. Multimedia, vol. 10, no. 3, pp. 437-446, 2008. (Pubitemid 351459506)
29. Z.-J. Zha, M. Wang, Y.-T. Zheng, Y. Yang, R. Hong, and T.-S. Chua, "Interactive video indexing with statistical active learning," IEEE Trans. Multimedia, vol. 14, no. 1, pp. 17-27, 2012.
30. L. Zhang,M. Song, Q. Zhao, X. Liu, J. Bu, and C. Chen, "Probabilistic graphlet transfer for photo cropping," IEEE Trans. Image Process., vol. 21, no. 5, pp. 2887-2897, 2013.
31. L. Zhang, M. Song, Z. Liu, X. Liu, J. Bu, and C. Chen, "Probabilistic graphlet cut: Exploring spatial structure cue for weakly-supervised image segmentation," in Proc. CVPR, 2013.
32. M. S.Castelhano andM. L. Mack, "Viewing task influences eye movement control during active scene perception," J. Vision, vol. 9, no. 3, p. 6, 2009.