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Volumn 12, Issue 3, 2010, Pages 194-203

Combining context, consistency, and diversity cues for interactive image categorization

Author keywords

Active learning; Image categorization; Kernel methods; Markov models; Semi supervised learning

Indexed keywords

ACTIVE LEARNING; IMAGE CATEGORIZATION; KERNEL METHODS; MARKOV MODEL; SEMI-SUPERVISED LEARNING;

EID: 77949723232     PISSN: 15209210     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMM.2010.2041100     Document Type: Article
Times cited : (18)

References (34)
  • 1
    • 33846227017 scopus 로고    scopus 로고
    • Scene parsing using region-based generative models
    • Jan.
    • M. Boutell, J. Luo, and C. Brown, "Scene parsing using region-based generative models," IEEE Trans. Multimedia, vol.9, no.1, pp. 136-146, Jan. 2007.
    • (2007) IEEE Trans. Multimedia , vol.9 , Issue.1 , pp. 136-146
    • Boutell, M.1    Luo, J.2    Brown, C.3
  • 2
    • 38349146482 scopus 로고    scopus 로고
    • Mining multilevel image semantics via hierarchical classification
    • Feb.
    • J. Fan, Y. Gao, H. Luo, and R. Jain, "Mining multilevel image semantics via hierarchical classification," IEEE Trans. Multimedia, vol.10, no.2, pp. 167-187, Feb. 2008.
    • (2008) IEEE Trans. Multimedia , vol.10 , Issue.2 , pp. 167-187
    • Fan, J.1    Gao, Y.2    Luo, H.3    Jain, R.4
  • 3
    • 70450207202 scopus 로고    scopus 로고
    • Image categorization with spatial mismatch kernels
    • Z. Lu and H. Ip, "Image categorization with spatial mismatch kernels," in Proc. CVPR, 2009, pp. 397-404.
    • (2009) Proc. CVPR , pp. 397-404
    • Lu, Z.1    Ip, H.2
  • 5
    • 0034818212 scopus 로고    scopus 로고
    • Unsupervised learning by probabilistic latent semantic analysis
    • T. Hofmann, "Unsupervised learning by probabilistic latent semantic analysis," Mach. Learn., vol.41, pp. 177-196, 2001.
    • (2001) Mach. Learn. , vol.41 , pp. 177-196
    • Hofmann, T.1
  • 6
    • 0141607824 scopus 로고    scopus 로고
    • Latent Dirichlet allocation
    • D. Blei, A. Ng, and M. Jordan, "Latent Dirichlet allocation," J. Mach. Learn. Res., vol.3, pp. 993-1022, 2003.
    • (2003) J. Mach. Learn. Res. , vol.3 , pp. 993-1022
    • Blei, D.1    Ng, A.2    Jordan, M.3
  • 7
    • 34547191079 scopus 로고    scopus 로고
    • Semantic image retrieval based on probabilistic latent semantic analysis
    • A. Shah-hosseini and G. Knapp, "Semantic image retrieval based on probabilistic latent semantic analysis," in Proc. ACM Multimedia, 2006, pp. 703-706.
    • (2006) Proc. ACM Multimedia , pp. 703-706
    • Shah-Hosseini, A.1    Knapp, G.2
  • 9
    • 70350621491 scopus 로고    scopus 로고
    • Image categorization via robust pLSA
    • Z. Lu, Y. Peng, and H. Ip, "Image categorization via robust pLSA," Pattern Recognit. Lett., vol.31, no.1, pp. 36-43, 2010.
    • (2010) Pattern Recognit. Lett. , vol.31 , Issue.1 , pp. 36-43
    • Lu, Z.1    Peng, Y.2    Ip, H.3
  • 10
    • 0024610919 scopus 로고
    • A tutorial on hidden Markov models and selected applications in speech recognition
    • Feb.
    • L. Rabiner, "A tutorial on hidden Markov models and selected applications in speech recognition," Proc. IEEE, vol.77, no.2, pp. 257-286, Feb. 1989.
    • (1989) Proc. IEEE , vol.77 , Issue.2 , pp. 257-286
    • Rabiner, L.1
  • 11
    • 0028483331 scopus 로고
    • Keyword spotting in poorly printed documents using pseudo 2-D hidden Markov models
    • Aug.
    • S. Kuo and O. Agazzi, "Keyword spotting in poorly printed documents using pseudo 2-D hidden Markov models," IEEE Trans. Pattern Anal. Mach. Intell., vol.16, no.8, pp. 842-848, Aug. 1994.
    • (1994) IEEE Trans. Pattern Anal. Mach. Intell. , vol.16 , Issue.8 , pp. 842-848
    • Kuo, S.1    Agazzi, O.2
  • 12
    • 0022984274 scopus 로고
    • Segmentation of binary images using third order Markov mesh image models
    • P. Devijver, "Segmentation of binary images using third order Markov mesh image models," in Proc. ICPR, 1986, pp. 259-261.
    • (1986) Proc. ICPR , pp. 259-261
    • Devijver, P.1
  • 14
    • 36648998944 scopus 로고    scopus 로고
    • Label propagation through linear neighborhoods
    • Jan.
    • F. Wang and C. Zhang, "Label propagation through linear neighborhoods," IEEE Trans. Knowl. Data Eng., vol.20, no.1, pp. 55-67, Jan. 2008.
    • (2008) IEEE Trans. Knowl. Data Eng. , vol.20 , Issue.1 , pp. 55-67
    • Wang, F.1    Zhang, C.2
  • 15
    • 57849096775 scopus 로고    scopus 로고
    • Multilabel neighborhood propagation for region-based image retrieval
    • Dec.
    • F. Li, Q. Dai, W. Xu, and G. Er, "Multilabel neighborhood propagation for region-based image retrieval," IEEE Trans. Multimedia, vol.10, no.8, pp. 1592-1604, Dec. 2008.
    • (2008) IEEE Trans. Multimedia , vol.10 , Issue.8 , pp. 1592-1604
    • Li, F.1    Dai, Q.2    Xu, W.3    Er, G.4
  • 16
    • 44049095621 scopus 로고    scopus 로고
    • Video annotation based on kernel linear neighborhood propagation
    • Jun.
    • J. Tang, X. Hua, G. Qi, Y. Song, and X. Wu, "Video annotation based on kernel linear neighborhood propagation," IEEE Trans. Multimedia, vol.10, no.4, pp. 620-628, Jun. 2008.
    • (2008) IEEE Trans. Multimedia , vol.10 , Issue.4 , pp. 620-628
    • Tang, J.1    Hua, X.2    Qi, G.3    Song, Y.4    Wu, X.5
  • 17
    • 70450162971 scopus 로고    scopus 로고
    • Image categorization by learning with context and consistency
    • Z. Lu and H. Ip, "Image categorization by learning with context and consistency," in Proc. CVPR, 2009, pp. 2719-2726.
    • (2009) Proc. CVPR , pp. 2719-2726
    • Lu, Z.1    Ip, H.2
  • 18
    • 0034048878 scopus 로고    scopus 로고
    • A discriminative framework for detecting remote protein homologies
    • T. Jaakkola, M. Diekhans, and D. Haussler, "A discriminative framework for detecting remote protein homologies," J. Comput. Biol., vol.7, no.1-2, pp. 95-114, 2000.
    • (2000) J. Comput. Biol. , vol.7 , Issue.1-2 , pp. 95-114
    • Jaakkola, T.1    Diekhans, M.2    Haussler, D.3
  • 19
    • 34948815101 scopus 로고    scopus 로고
    • Fisher kernels on visual vocabularies for image categorization
    • F. Perronnin and C. Dance, "Fisher kernels on visual vocabularies for image categorization," in Proc. CVPR, 2007.
    • (2007) Proc. CVPR
    • Perronnin, F.1    Dance, C.2
  • 20
    • 0034792634 scopus 로고    scopus 로고
    • Support vector machine active learning for image retrieval
    • S. Tong and E. Chang, "Support vector machine active learning for image retrieval," in Proc. ACM Multimedia, 2001, pp. 107-118.
    • (2001) Proc. ACM Multimedia , pp. 107-118
    • Tong, S.1    Chang, E.2
  • 21
    • 13444259417 scopus 로고    scopus 로고
    • Multimodal concept-dependent active learning for image retrieval
    • K. Goh, E. Chang, and W. Lai, "Multimodal concept-dependent active learning for image retrieval," in Proc. ACM Multimedia, 2004, pp. 564-571.
    • (2004) Proc. ACM Multimedia , pp. 564-571
    • Goh, K.1    Chang, E.2    Lai, W.3
  • 22
    • 84899013108 scopus 로고    scopus 로고
    • On spectral clustering: Analysis and an algorithm
    • A. Ng, M. Jordan, and Y.Weiss, "On spectral clustering: Analysis and an algorithm," Adv. Neural Inf. Process. Syst., vol.14, pp. 849-856, 2001.
    • (2001) Adv. Neural Inf. Process. Syst. , vol.14 , pp. 849-856
    • Ng, A.1    Jordan, M.2    Weiss, Y.3
  • 23
    • 37849040752 scopus 로고    scopus 로고
    • Spectral regression: A unified subspace learning framework for content-based image retrieval
    • D. Cai, X. He, and J. Han, "Spectral regression: A unified subspace learning framework for content-based image retrieval," in Proc. ACM Multimedia, 2007, pp. 403-412.
    • (2007) Proc. ACM Multimedia , pp. 403-412
    • Cai, D.1    He, X.2    Han, J.3
  • 24
    • 41549136620 scopus 로고    scopus 로고
    • Harmonizing hierarchical manifolds for multimedia document semantics understanding and cross-media retrieval
    • Apr.
    • 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, Apr. 2008.
    • (2008) IEEE Trans. Multimedia , vol.10 , Issue.3 , pp. 437-446
    • Yang, Y.1    Zhuang, Y.2    Wu, F.3    Pan, Y.4
  • 25
    • 33845572523 scopus 로고    scopus 로고
    • Beyond bags of features: Spatial pyramid matching for recognizing natural scene categories
    • S. Lazebnik, C. Schmid, and J. Ponce, "Beyond bags of features: Spatial pyramid matching for recognizing natural scene categories," in Proc. CVPR, 2006, pp. 2169-2178.
    • (2006) Proc. CVPR , pp. 2169-2178
    • Lazebnik, S.1    Schmid, C.2    Ponce, J.3
  • 27
    • 51949089418 scopus 로고    scopus 로고
    • One step beyond histograms: Image representation using Markov stationary features
    • J. Li, W. Wu, T. Wang, and Y. Zhang, "One step beyond histograms: Image representation using Markov stationary features," in Proc. CVPR, 2008.
    • (2008) Proc. CVPR
    • Li, J.1    Wu, W.2    Wang, T.3    Zhang, Y.4
  • 28
    • 70449585564 scopus 로고    scopus 로고
    • A new localized superpixel Markov random field for image segmentation
    • X. Wang and X. Zhang, "A new localized superpixel Markov random field for image segmentation," in Proc. IEEE Int. Conf. Multimedia and Expo (ICME), 2009, pp. 642-645.
    • (2009) Proc. IEEE Int. Conf. Multimedia and Expo (ICME) , pp. 642-645
    • Wang, X.1    Zhang, X.2
  • 29
    • 0141836773 scopus 로고    scopus 로고
    • Automatic linguistic indexing of pictures by a statistical modeling approach
    • Sep.
    • J. Li and J. Wang, "Automatic linguistic indexing of pictures by a statistical modeling approach," IEEE Trans. Pattern Anal. Mach. Intell., vol.25, no.9, pp. 1075-1088, Sep. 2003.
    • (2003) IEEE Trans. Pattern Anal. Mach. Intell. , vol.25 , Issue.9 , pp. 1075-1088
    • Li, J.1    Wang, J.2
  • 30
    • 44549084968 scopus 로고    scopus 로고
    • Semantic content analysis and annotation of histological images
    • F. Yu and H. Ip, "Semantic content analysis and annotation of histological images," Comput. Biol. Med., vol.38, no.6, pp. 635-649, 2008.
    • (2008) Comput. Biol. Med. , vol.38 , Issue.6 , pp. 635-649
    • Yu, F.1    Ip, H.2
  • 31
    • 1942517333 scopus 로고    scopus 로고
    • Incorporating diversity in active learning with support vector machines
    • K. Brinker, "Incorporating diversity in active learning with support vector machines," in Proc. ICML, 2003, pp. 59-66.
    • (2003) Proc. ICML , pp. 59-66
    • Brinker, K.1
  • 33
    • 24644458998 scopus 로고    scopus 로고
    • A semi-supervised active learning framework for image retrieval
    • S. Hoi and M. Lyu, "A semi-supervised active learning framework for image retrieval," in Proc. CVPR, 2005, pp. 302-309.
    • (2005) Proc. CVPR , pp. 302-309
    • Hoi, S.1    Lyu, M.2
  • 34
    • 34547469390 scopus 로고    scopus 로고
    • Can highlevel concepts fill the semantic gap in video retrieval? A case study with broadcast news
    • Aug.
    • A. Hauptmann, R.Yan, W. Lin, M. Christel, and H.Wactlar, "Can highlevel concepts fill the semantic gap in video retrieval?A case study with broadcast news," IEEE Trans. Multimedia, vol.9, no.5, pp. 958-966, Aug. 2007.
    • (2007) IEEE Trans. Multimedia , vol.9 , Issue.5 , pp. 958-966
    • Hauptmann, A.1    Yan, R.2    Lin, W.3    Christel, M.4    Wactlar, H.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.