메뉴 건너뛰기




Volumn 14, Issue 6, 2012, Pages 1662-1672

Discriminating joint feature analysis for multimedia data understanding

Author keywords

3 D motion data analysis; Feature analysis; image annotation; semi supervised learning; sparsity; video concept detection

Indexed keywords

FEATURE ANALYSIS; IMAGE ANNOTATION; SEMI-SUPERVISED LEARNING; SPARSITY; VIDEO CONCEPT DETECTION;

EID: 84870517183     PISSN: 15209210     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMM.2012.2199293     Document Type: Article
Times cited : (144)

References (32)
  • 1
    • 78650979629 scopus 로고    scopus 로고
    • Heterogeneous feature selection by group Lasso with logistic regression
    • F. Wu, Y. Yuan, and Y. Zhuang, "Heterogeneous feature selection by group Lasso with logistic regression," in Proc. ACM Multimedia, 2010.
    • (2010) Proc. ACM Multimedia
    • Wu, F.1    Yuan, Y.2    Zhuang, Y.3
  • 2
    • 78650979494 scopus 로고    scopus 로고
    • Multi-label boosting for image annotation by structural grouping sparsity
    • F. Wu, Y. Han, Q. Tian, and Y. Zhuang, "Multi-label boosting for image annotation by structural grouping sparsity," in Proc. ACM Multimedia, 2010.
    • (2010) Proc. ACM Multimedia
    • Wu, F.1    Han, Y.2    Tian, Q.3    Zhuang, Y.4
  • 4
    • 70449102559 scopus 로고    scopus 로고
    • Semi-supervised feature selection via spectral analysis
    • Z. Zhao and H. Liu, "Semi-supervised feature selection via spectral analysis," in Proc. SIAM Int. Conf. Data Mining, 2007.
    • (2007) Proc. SIAM Int. Conf. Data Mining
    • Zhao, Z.1    Liu, H.2
  • 5
    • 44649111202 scopus 로고    scopus 로고
    • Locality sensitive semi-supervised feature selection
    • J. Zhao, K. Lu, and X. He, "Locality sensitive semi-supervised feature selection," Neurocomputing, vol. 71, pp. 1842-1849, 2008.
    • (2008) Neurocomputing , vol.71 , pp. 1842-1849
    • Zhao, J.1    Lu, K.2    He, X.3
  • 6
    • 85135939782 scopus 로고    scopus 로고
    • Efficient and robust feature selection via joint L21-norms minimization
    • F. Nie, H. Huang, X. Cai, and C. Ding, "Efficient and robust feature selection via joint L21-norms minimization," in Proc. NIPS, 2010.
    • (2010) Proc. NIPS
    • Nie, F.1    Huang, H.2    Cai, X.3    Ding, C.4
  • 7
    • 85158826352 scopus 로고    scopus 로고
    • Efficient spectral feature selection with minimum redundancy
    • Z. Zhao, L.Wang, and H. Liu, "Efficient spectral feature selection with minimum redundancy," in Proc. AAAI, 2010.
    • (2010) Proc. AAAI
    • Zhao, Z.1    Wang, L.2    Liu, H.3
  • 8
    • 77953705810 scopus 로고    scopus 로고
    • Flexible manifold embedding: A framework for semi-supervised and unsupervised dimension reduction
    • Jul.
    • F. Nie, D. Xu, T. Hung, and C. Zhang, "Flexible manifold embedding: A framework for semi-supervised and unsupervised dimension reduction," IEEE Trans. Image Process., vol. 19, no. 7, pp. 1921-1932, Jul. 2010.
    • (2010) IEEE Trans. Image Process , vol.19 , Issue.7 , pp. 1921-1932
    • Nie, F.1    Xu, D.2    Hung, T.3    Zhang, C.4
  • 10
    • 84881041271 scopus 로고    scopus 로고
    • L21-norm regularized discriminative feature selection for unsupervised learning
    • Y. Yang, H. Shen, Z. Ma, Z. Huang, and X. Zhou, "L21-norm regularized discriminative feature selection for unsupervised learning," in Proc. IJCAI, 2011.
    • (2011) Proc. IJCAI
    • Yang, Y.1    Shen, H.2    Ma, Z.3    Huang, Z.4    Zhou, X.5
  • 11
    • 84864065280 scopus 로고    scopus 로고
    • Web image annotation via subspace-sparsity collaborated feature selection
    • to be published
    • Z. Ma, F. Nie, Y. Yang, J. Uijlings, and N. Sebe, "Web image annotation via subspace-sparsity collaborated feature selection," IEEE Trans. Multimedia, to be published.
    • IEEE Trans. Multimedia
    • Ma, Z.1    Nie, F.2    Yang, Y.3    Uijlings, J.4    Sebe, N.5
  • 12
    • 9244243116 scopus 로고    scopus 로고
    • Semisupervised learning of classifiers: Theory, algorithms, and their application to human-computer interaction
    • Dec
    • I. Cohen, F. Cozman, N. Sebe, M. Cirelo, and T. Huang, "Semisupervised learning of classifiers: Theory, algorithms, and their application to human-computer interaction," IEEE Trans. Pattern Anal. Mach. Intell., vol. 26, no. 12, pp. 1553-1567, Dec. 2004.
    • (2004) IEEE Trans. Pattern Anal. Mach. Intell , vol.26 , Issue.12 , pp. 1553-1567
    • Cohen, I.1    Cozman, F.2    Sebe, N.3    Cirelo, M.4    Huang, T.5
  • 14
    • 72449143147 scopus 로고    scopus 로고
    • Ranking with local regression and global alignment for cross media retrieval
    • Y. Yang, D. Xu, F. Nie, J. Luo, and Y. Zhuang, "Ranking with local regression and global alignment for cross media retrieval," in Proc. ACM Multimedia, 2009.
    • (2009) Proc. ACM Multimedia
    • Yang, Y.1    Xu, D.2    Nie, F.3    Luo, J.4    Zhuang, Y.5
  • 15
    • 84863116061 scopus 로고    scopus 로고
    • A multimedia retrieval framework based on semi-supervised ranking and relevance feedback
    • May
    • Y. Yang, F. Nie, D. Xu, J. Luo, Y. Zhuang, and Y. Pan, "A multimedia retrieval framework based on semi-supervised ranking and relevance feedback," IEEE Trans. Pattern Anal. Mach. Intell., vol. 34, no. 5, pp. 723-742, May 2012.
    • (2012) IEEE Trans. Pattern Anal. Mach. Intell , vol.34 , Issue.5 , pp. 723-742
    • Yang, Y.1    Nie, F.2    Xu, D.3    Luo, J.4    Zhuang, Y.5    Pan, Y.6
  • 17
    • 33750729556 scopus 로고    scopus 로고
    • Manifold regularization: A geometric framework for learning from labeled and unlabeled examples
    • M. Belkin, P. Niyogi, and V. Sindhwani, "Manifold regularization: A geometric framework for learning from labeled and unlabeled examples," J. Mach. Learn. Res., vol. 12, pp. 2399-2434, 2006. (Pubitemid 44708005)
    • (2006) Journal of Machine Learning Research , vol.7 , pp. 2399-2434
    • Belkin, M.1    Niyogi, P.2    Sindhwani, V.3
  • 18
    • 41549136620 scopus 로고    scopus 로고
    • Harmonizing hierarchical manifolds for multimedia document semantics understanding and cross-media retrieval
    • DOI 10.1109/TMM.2008.917359, 4459285
    • 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)
    • (2008) IEEE Transactions on Multimedia , vol.10 , Issue.3 , pp. 437-446
    • Yang, Y.1    Zhuang, Y.-T.2    Wu, F.3    Pan, Y.-H.4
  • 19
    • 84883066921 scopus 로고    scopus 로고
    • Semantic manifold learning for image retrieval
    • Y. Lin, T. Liu, and H. Chen, "Semantic manifold learning for image retrieval," in Proc. ACM Multimedia, 2005.
    • (2005) Proc. ACM Multimedia
    • Lin, Y.1    Liu, T.2    Chen, H.3
  • 20
    • 1942484430 scopus 로고    scopus 로고
    • Semi-supervised learning using Gaussian fields and harmonic functions
    • X. Zhu, Z. Ghahramani, and J. Lafferty, "Semi-supervised learning using Gaussian fields and harmonic functions," in Proc. ICML, 2003.
    • (2003) Proc. ICML
    • Zhu, X.1    Ghahramani, Z.2    Lafferty, J.3
  • 21
    • 33644650424 scopus 로고    scopus 로고
    • A unified log-based relevance feedback scheme for image retrieval
    • S. Hoi, M. Lyu, and R. Jin, "A unified log-based relevance feedback scheme for image retrieval," IEEE Trans. Knowl. Data Eng., vol. 18, no. 4, pp. 509-524, 2006.
    • (2006) IEEE Trans. Knowl. Data Eng , vol.18 , Issue.4 , pp. 509-524
    • Hoi, S.1    Lyu, M.2    Jin, R.3
  • 22
    • 77956374577 scopus 로고    scopus 로고
    • Semi-supervised distance metric learning for collaborative image retrieval and clustering
    • S. Hoi, W. Liu, and S. Chang, "Semi-supervised distance metric learning for collaborative image retrieval and clustering," ACM Trans. Multimedia Comput., Commun., Appl., vol. 6, no. 3, pp. 18:1-18:26, 2010.
    • (2010) ACM Trans. Multimedia Comput., Commun., Appl , vol.6 , Issue.3 , pp. 181-1826
    • Hoi, S.1    Liu, W.2    Chang, S.3
  • 24
    • 74049158146 scopus 로고    scopus 로고
    • NUSWIDE: A real-world web image database from National University of Singapore
    • T. S. Chua, J. Tang, R. Hong, H. Li, Z. Luo, and Y. Zheng, "NUSWIDE: A real-world web image database from National University of Singapore," in Proc. CIVR, 2009.
    • (2009) Proc. CIVR
    • Chua, T.S.1    Tang, J.2    Hong, R.3    Li, H.4    Luo, Z.5    Zheng, Y.6
  • 26
    • 84870483884 scopus 로고    scopus 로고
    • [Online]. Available: http://www.informedia.cs.cmu.edu/caremedia/index. html.
  • 29
    • 77956978821 scopus 로고    scopus 로고
    • Image clustering using local discriminant models and global integration
    • Oct.
    • Y. Yang, D. Xu, F. Nie, S. Yan, and Y. Zhuang, "Image clustering using local discriminant models and global integration," IEEE Trans. Image Process., vol. 19, no. 10, pp. 2761-2773, Oct. 2010.
    • (2010) IEEE Trans. Image Process , vol.19 , Issue.10 , pp. 2761-2773
    • Yang, Y.1    Xu, D.2    Nie, F.3    Yan, S.4    Zhuang, Y.5
  • 30
    • 51949105335 scopus 로고    scopus 로고
    • Discriminative learning of visual words for 3D human pose estimation
    • H. Ning, W. Xu, Y. Gong, and T. Huang, "Discriminative learning of visual words for 3D human pose estimation," in Proc. CVPR, 2008.
    • (2008) Proc. CVPR
    • Ning, H.1    Xu, W.2    Gong, Y.3    Huang, T.4
  • 31
    • 85015152103 scopus 로고    scopus 로고
    • Sparse multinomial logistic regression via Bayesian L1 regularisation
    • G. Cawley, N. Talbot, and M. Girolami, "Sparse multinomial logistic regression via Bayesian L1 regularisation," in Proc. NIPS, 2006.
    • (2006) Proc. NIPS
    • Cawley, G.1    Talbot, N.2    Girolami, M.3
  • 32
    • 84455161745 scopus 로고    scopus 로고
    • Exploiting the entire feature space with sparsity for automatic image annotation
    • Z. Ma, Y. Yang, F. Nie, J. Uijlings, and N. Sebe, "Exploiting the entire feature space with sparsity for automatic image annotation," in Proc. ACM Multimedia, 2011.
    • (2011) Proc. ACM Multimedia
    • Ma, Z.1    Yang, Y.2    Nie, F.3    Uijlings, J.4    Sebe, N.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.