메뉴 건너뛰기




Volumn 23, Issue 3, 2014, Pages 1028-1037

Multi-label image categorization with sparse factor representation

Author keywords

Image categorization; multilabel; sparse

Indexed keywords

ACCURACY OF CLASSIFICATIONS; CLASSIFICATION PERFORMANCE; IMAGE CATEGORIZATION; LABEL CORRELATIONS; MULTI-LABEL; MULTI-LABEL CLASSIFICATIONS; SPARSE; TRAINING AND TESTING;

EID: 84893849940     PISSN: 10577149     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIP.2014.2298978     Document Type: Article
Times cited : (79)

References (39)
  • 1
    • 0037403111 scopus 로고    scopus 로고
    • Mirror descent and nonlinear projected subgradient methods for convex optimization
    • May
    • A. Beck and M. Teboulle, "Mirror descent and nonlinear projected subgradient methods for convex optimization," Oper. Res. Lett., vol. 31, no. 3, pp. 167-175, May 2003.
    • (2003) Oper. Res. Lett. , vol.31 , Issue.3 , pp. 167-175
    • Beck, A.1    Teboulle, M.2
  • 2
    • 0141607824 scopus 로고    scopus 로고
    • Latent dirichlet allocation
    • Jan.
    • D. Blei, A. Ng, and M. Jordan, "Latent dirichlet allocation," J. Mach. Learn. Res., vol. 3, pp. 993-1022, Jan. 2003.
    • (2003) J. Mach. Learn. Res. , vol.3 , pp. 993-1022
    • Blei, D.1    Ng, A.2    Jordan, M.3
  • 4
    • 85161973596 scopus 로고    scopus 로고
    • Multi-label multiple kernel learning by stochastic approximation: Application to visual object recognition
    • Dec.
    • S. Bucak, R. Jin, and A. Jain, "Multi-label multiple kernel learning by stochastic approximation: Application to visual object recognition," in Proc. NIPS, Dec. 2010, pp. 325-333.
    • (2010) Proc. NIPS , pp. 325-333
    • Bucak, S.1    Jin, R.2    Jain, A.3
  • 6
    • 70450163017 scopus 로고    scopus 로고
    • Efficient multilabel classification with hypergraph regularization
    • Jun.
    • G. Chen, J. Zhang, F. Wang, C. Zhang, and Y. Gao, "Efficient multilabel classification with hypergraph regularization," in Proc. IEEE Conf. CVPR, Jun. 2009, pp. 1658-1665.
    • (2009) Proc. IEEE Conf. CVPR , pp. 1658-1665
    • Chen, G.1    Zhang, J.2    Wang, F.3    Zhang, C.4    Gao, Y.5
  • 7
    • 78649326338 scopus 로고    scopus 로고
    • Semi-supervised learning via regularized boosting working on multiple semi-supervised assumptions
    • Jan.
    • K. Chen and S. Wang, "Semi-supervised learning via regularized boosting working on multiple semi-supervised assumptions," IEEE Trans. Pattern Anal. Mach. Intell., vol. 33, no. 1, pp. 129-143, Jan. 2011.
    • (2011) IEEE Trans. Pattern Anal. Mach. Intell. , vol.33 , Issue.1 , pp. 129-143
    • Chen, K.1    Wang, S.2
  • 8
    • 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. ACM CIVR, 2009, pp. 1-9.
    • (2009) Proc. ACM CIVR , pp. 1-9
    • Chua, T.-S.1    Tang, J.2    Hong, R.3    Li, H.4    Luo, Z.5    Zheng, Y.6
  • 10
    • 80052898718 scopus 로고    scopus 로고
    • Multi-layer group sparse coding-for concurrent image classification and annotation
    • Jun.
    • S. Gao, L.-T. Chia, and I. W. Tsang, "Multi-layer group sparse coding-for concurrent image classification and annotation," in Proc. IEEE Conf. CVPR, Jun. 2011, pp. 2809-2816.
    • (2011) Proc. IEEE Conf. CVPR , pp. 2809-2816
    • Gao, S.1    Chia, L.-T.2    Tsang, I.W.3
  • 11
    • 78649332727 scopus 로고    scopus 로고
    • A survey on inductive semi-supervised learning
    • Simon Fraser Univ. Burnaby, BC, Canada. [Online]. Available
    • G. Haffari. (2006). A survey on inductive semi-supervised learning. Dept. Comput. Sci., Simon Fraser Univ. Burnaby, BC, Canada. [Online]. Available: www.cs.sfu.ca/?ghaffar1/personal/publications/
    • (2006) Dept. Comput. Sci.
    • Haffari, G.1
  • 12
    • 77958542913 scopus 로고    scopus 로고
    • Multi-task sparse discriminant analysis (MtSDA) with overlapping categories
    • Jul.
    • Y. Han, F. Wu, J. Jia, Y. Zhuang, and B. Yu, "Multi-task sparse discriminant analysis (MtSDA) with overlapping categories," in Proc. 24th AAAI Conf. Artif. Intell., Jul. 2010, pp. 469-474.
    • (2010) Proc. 24th AAAI Conf. Artif. Intell. , pp. 469-474
    • Han, Y.1    Wu, F.2    Jia, J.3    Zhuang, Y.4    Yu, B.5
  • 13
    • 84861125914 scopus 로고    scopus 로고
    • Image annotation by input-output structural grouping sparsity
    • Jun.
    • Y. Han, F. Wu, Q. Tian, and Y. Zhuang, "Image annotation by input-output structural grouping sparsity," IEEE Trans. Image Process., vol. 21, no. 6, pp. 3066-3079, Jun. 2012.
    • (2012) IEEE Trans. Image Process , vol.21 , Issue.6 , pp. 3066-3079
    • Han, Y.1    Wu, F.2    Tian, Q.3    Zhuang, Y.4
  • 14
    • 77955652417 scopus 로고    scopus 로고
    • Multi-label transfer learning with sparse representation
    • Aug.
    • Y. Han, F. Wu, Y. Zhuang, and X. He, "Multi-label transfer learning with sparse representation," IEEE Trans. Circuits Syst. Video Technol., vol. 20, no. 8, pp. 1110-1121, Aug. 2010.
    • (2010) IEEE Trans. Circuits Syst. Video Technol. , vol.20 , Issue.8 , pp. 1110-1121
    • Han, Y.1    Wu, F.2    Zhuang, Y.3    He, X.4
  • 17
    • 77956528679 scopus 로고    scopus 로고
    • Multi-label prediction via compressed sensing
    • Dec.
    • D. Hsu, S. M. Kakade, J. Langford, and T. Zhang, "Multi-label prediction via compressed sensing," in Proc. NIPS, Dec. 2009, pp. 772-780.
    • (2009) Proc. NIPS , pp. 772-780
    • Hsu, D.1    Kakade, S.M.2    Langford, J.3    Zhang, T.4
  • 18
    • 84867863394 scopus 로고    scopus 로고
    • SNMFCA: Supervised NMF-based image classification and annotation
    • Nov.
    • L. Jing, C. Zhang, and M. K. Ng, "SNMFCA: Supervised NMF-based image classification and annotation," IEEE Trans. Image Process., vol. 21, no. 11, pp. 4508-4521, Nov. 2012.
    • (2012) IEEE Trans. Image Process , vol.21 , Issue.11 , pp. 4508-4521
    • Jing, L.1    Zhang, C.2    Ng, M.K.3
  • 19
    • 80053431219 scopus 로고    scopus 로고
    • An introduction to latent semantic analysis
    • T. K. Landauer, P. W. Foltz, and D. Laham, "An introduction to latent semantic analysis," Discourse Process., vol. 25, nos. 2-3, pp. 259-284, 1998.
    • (1998) Discourse Process , vol.25 , Issue.2-3 , pp. 259-284
    • Landauer, T.K.1    Foltz, P.W.2    Laham, D.3
  • 20
    • 70450170579 scopus 로고    scopus 로고
    • Robust multi-class transductive learning with graphs
    • Jun.
    • W. Liu and S.-F. Chang, "Robust multi-class transductive learning with graphs," in Proc. IEEE Conf. CVPR, Jun. 2009, pp. 381-388.
    • (2009) Proc. IEEE Conf. CVPR , pp. 381-388
    • Liu, W.1    Chang, S.-F.2
  • 22
    • 84859185089 scopus 로고    scopus 로고
    • Exploring context and content links in social media: A latent space method
    • Jan.
    • G.-J. Qi, C. Aggarwal, Q. Tian, H. Ji, and T. S. Huang, "Exploring context and content links in social media: A latent space method," IEEE Trans. Pattern Anal. Mach. Intell., vol. 34, no. 5, pp. 850-862, Jan. 2012.
    • (2012) IEEE Trans. Pattern Anal. Mach. Intell. , vol.34 , Issue.5 , pp. 850-862
    • Qi, G.-J.1    Aggarwal, C.2    Tian, Q.3    Ji, H.4    Huang, T.S.5
  • 24
    • 77958600377 scopus 로고    scopus 로고
    • Multi-label prediction via sparse infinite CCA
    • Dec.
    • P. Rai and H. Daumé, "Multi-label prediction via sparse infinite CCA," in Proc. NIPS, Dec. 2009, pp. 1518-1526.
    • (2009) Proc. NIPS , pp. 1518-1526
    • Rai, P.1    Daumé, H.2
  • 27
    • 44049095621 scopus 로고    scopus 로고
    • Video annotation based on kernel linear neighborhood propagation
    • DOI 10.1109/TMM.2008.921853, 4523965
    • J. Tang, X.-S. Hua, G.-J. Qi, and Y. Song, "Video annotation based on kernel linear neighborhood propagation," IEEE Trans. Multimedia, vol. 10, no. 4, pp. 620-628, Jun. 2008. (Pubitemid 351711238)
    • (2008) IEEE Transactions on Multimedia , vol.10 , Issue.4 , pp. 620-628
    • Tang, J.1    Hua, X.-S.2    Qi, G.-J.3    Song, Y.4    Wu, X.5
  • 28
    • 75649121772 scopus 로고    scopus 로고
    • Image annotation by graph-based inference with integrated multiple/single instance representations
    • Feb.
    • J. Tang, H. Li, G.-J. Qi, and T.-S. Chua, "Image annotation by graph-based inference with integrated multiple/single instance representations," IEEE Trans. Multimedia, vol. 12, no. 2, pp. 131-141, Feb. 2010.
    • (2010) IEEE Trans. Multimedia , vol.12 , Issue.2 , pp. 131-141
    • Tang, J.1    Li, H.2    Qi, G.-J.3    Chua, T.-S.4
  • 30
    • 0001287271 scopus 로고    scopus 로고
    • Regression shrinkage and selection via the lasso
    • R. Tibshirani, "Regression shrinkage and selection via the lasso," J. R. Statist. Soc., Ser. B, vol. 58, no. 1, pp. 267-288, 1996.
    • (1996) J. R. Statist. Soc., Ser. B , vol.58 , Issue.1 , pp. 267-288
    • Tibshirani, R.1
  • 31
    • 70049111607 scopus 로고    scopus 로고
    • On accelerated proximal gradient methods for convexconcave optimization
    • Available
    • P. Tseng (2008). On accelerated proximal gradient methods for convexconcave optimization. SIAM J. Optim. [Online]. Available: www.csie.ntu.edu.tw/?b97058/tseng/papers.html
    • (2008) SIAM J. Optim. [Online]
    • Tseng, P.1
  • 32
    • 70450196280 scopus 로고    scopus 로고
    • Multi-label sparse coding for automatic image annotation
    • Jun.
    • C. Wang, S. Yan, L. Zhang, and H.-J. Zhang, "Multi-label sparse coding for automatic image annotation," in Proc. IEEE Conf. CVPR, Jun. 2009, pp. 1643-1650.
    • (2009) Proc. IEEE Conf. CVPR , pp. 1643-1650
    • Wang, C.1    Yan, S.2    Zhang, L.3    Zhang, H.-J.4
  • 34
    • 84990873037 scopus 로고    scopus 로고
    • The heterogeneous feature selection with structural sparsity for multimedia annotation and hashing: A survey
    • F. Wu, Y. Han, X. Liu, J. Shao, Y. Zhuang, and Z. Zhang, "The heterogeneous feature selection with structural sparsity for multimedia annotation and hashing: A survey," Int. J. Multimedia Inf. Retr., vol. 1, no. 1, pp. 3-15, 2012.
    • (2012) Int. J. Multimedia Inf. Retr. , vol.1 , Issue.1 , pp. 3-15
    • Wu, F.1    Han, Y.2    Liu, X.3    Shao, J.4    Zhuang, Y.5    Zhang, Z.6
  • 35
    • 78650979494 scopus 로고    scopus 로고
    • Multi-label boosting for image annotation by structural grouping sparsity
    • Oct.
    • F. Wu, Y. Han, Q. Tian, and Y. Zhuang, "Multi-label boosting for image annotation by structural grouping sparsity," in Proc. ACM Int. Conf. Multimedia, Oct. 2010, pp. 15-24.
    • (2010) Proc. ACM Int. Conf. Multimedia , pp. 15-24
    • Wu, F.1    Han, Y.2    Tian, Q.3    Zhuang, Y.4
  • 36
    • 84862575703 scopus 로고    scopus 로고
    • Adaptive hypergraph learning and its application in image classification
    • Jul.
    • J. Yu, D. Tao, and M. Wang, "Adaptive hypergraph learning and its application in image classification," IEEE Trans. Image Process., vol. 21, no. 7, pp. 3262-3272, Jul. 2012.
    • (2012) IEEE Trans. Image Process , vol.21 , Issue.7 , pp. 3262-3272
    • Yu, J.1    Tao, D.2    Wang, M.3
  • 37
    • 33947681316 scopus 로고    scopus 로고
    • ML-KNN: A lazy learning approach to multi-label learning
    • DOI 10.1016/j.patcog.2006.12.019, PII S0031320307000027
    • M.-L. Zhang and Z.-H. Zhou, "ML-KNN: A lazy learning approach to multi-label learning," Pattern Recognit., vol. 40, no. 7, pp. 2038-2048, Jul. 2007. (Pubitemid 46497248)
    • (2007) Pattern Recognition , vol.40 , Issue.7 , pp. 2038-2048
    • Zhang, M.-L.1    Zhou, Z.-H.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.