메뉴 건너뛰기




Volumn 45, Issue 1, 2012, Pages 346-362

A review on automatic image annotation techniques

Author keywords

Colour; Image annotation; Image retrieval; Machine learning; Semantic gap; Shape; Texture

Indexed keywords

ARTIFICIAL INTELLIGENCE; COLOR; CONTENT BASED RETRIEVAL; IMAGE ANALYSIS; IMAGE RETRIEVAL; LEARNING SYSTEMS; TEXTURES;

EID: 80052749264     PISSN: 00313203     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.patcog.2011.05.013     Document Type: Article
Times cited : (436)

References (130)
  • 1
    • 33749264994 scopus 로고    scopus 로고
    • A survey of content-based image retrieval with high-level semantics
    • DOI 10.1016/j.patcog.2006.04.045, PII S0031320306002184
    • Y. Liu, D. Zhang, and G. Lu A survey of content-based image retrieval with high-level semantics Pattern Recognition 40 1 2007 262 282 (Pubitemid 44486285)
    • (2007) Pattern Recognition , vol.40 , Issue.1 , pp. 262-282
    • Liu, Y.1    Zhang, D.2    Lu, G.3    Ma, W.-Y.4
  • 3
    • 34548286876 scopus 로고    scopus 로고
    • From pixels to semantic spaces: Advances in content-based image retrieval
    • N. Vasconcelos From pixels to semantic spaces: advances in content-based image retrieval Computer 40 7 2007 20 26
    • (2007) Computer , vol.40 , Issue.7 , pp. 20-26
    • Vasconcelos, N.1
  • 4
    • 43249093335 scopus 로고    scopus 로고
    • Image retrieval: Ideas, influences and trends of the new age
    • R. Datta, D. Joshi, J. Li, and J.Z. Wang Image retrieval: ideas, influences and trends of the new age ACM Computing Surveys 40 2 April 2008
    • (2008) ACM Computing Surveys , vol.40 , Issue.2
    • Datta, R.1    Joshi, D.2    Li, J.3    Wang, J.Z.4
  • 9
    • 0021360831 scopus 로고
    • Image database systems: A survey
    • H. Tamura, and N. Yokoya Image database systems: a survey Pattern Recognition 17 1 1984 29 43
    • (1984) Pattern Recognition , vol.17 , Issue.1 , pp. 29-43
    • Tamura, H.1    Yokoya, N.2
  • 11
    • 0030214261 scopus 로고    scopus 로고
    • Image retrieval using color and shape
    • DOI 10.1016/0031-3203(95)00160-3
    • A.K. Jain, and A. Vailaya Image retrieval using colour and shape Pattern Recognition 29 8 1996 1233 1244 (Pubitemid 126405513)
    • (1996) Pattern Recognition , vol.29 , Issue.8 , pp. 1233-1244
    • Jain, A.K.1    Vailaya, A.2
  • 12
    • 3543137131 scopus 로고    scopus 로고
    • Minimum probability of error image retrieval
    • N. Vasconcelos Minimum probability of error image retrieval IEEE Transactions on Signal Processing 52 8 2004 2322 2336
    • (2004) IEEE Transactions on Signal Processing , vol.52 , Issue.8 , pp. 2322-2336
    • Vasconcelos, N.1
  • 15
  • 25
    • 5044225521 scopus 로고    scopus 로고
    • Multiple Bernoulli relevance models for image and video annotation
    • S.L. Feng, R. Manmatha, V. Lavrenko, Multiple Bernoulli relevance models for image and video annotation, in: Proceedings of the CVPR04, 2004, pp. 10021009.
    • (2004) Proceedings of the CVPR04 , pp. 1002-1009
    • Feng, S.L.1    Manmatha, R.2    Lavrenko, V.3
  • 28
    • 34547209111 scopus 로고    scopus 로고
    • Real-time computerized annotation of pictures
    • DOI 10.1145/1180639.1180841, Proceedings of the 14th Annual ACM International Conference on Multimedia, MM 2006
    • J. Li, J.Z. Wang, Real-time computerized annotation of pictures, in: Proceedings of the 14th Annual ACM International Conference on Multimedia, Santa Barbara, CA, USA, 2006, pp. 911920. (Pubitemid 47113653)
    • (2006) Proceedings of the 14th Annual ACM International Conference on Multimedia, MM 2006 , pp. 911-920
    • Li, J.1    Wang, J.Z.2
  • 30
    • 34547411919 scopus 로고    scopus 로고
    • Scalable search-based image annotation of personal images
    • DOI 10.1145/1178677.1178714, Proceedings of the 8th ACM Multimedia International Workshop on Multimedia Information Retrieval, MIR 2006
    • C. Wang, F. Jing, L. Zhang, H.-J. Zhang, Scalable search-based image annotation of personal images, in: Proceedings of the Eighth ACM International Workshop on Multimedia Information Retrieval, Santa Barbara, California, USA, 2006, pp. 269278. (Pubitemid 47168224)
    • (2006) Proceedings of the ACM International Multimedia Conference and Exhibition , pp. 269-278
    • Wang, C.1    Jing, F.2    Zhang, L.3    Zhang, H.-J.4
  • 34
    • 51949102761 scopus 로고    scopus 로고
    • What are the high-level concepts with small semantic gaps
    • June
    • Y. Lu, L. Zhang, Q. Tian, W.-Y. Ma, What are the high-level concepts with small semantic gaps, in: Proceedings of the CVPR08, June 2008, pp. 18.
    • (2008) Proceedings of the CVPR08 , pp. 18
    • Lu, Y.1    Zhang, L.2    Tian, Q.3    Ma, W.-Y.4
  • 37
    • 42749095102 scopus 로고    scopus 로고
    • Region-based image retrieval with high-level semantics using decision tree learning
    • Y. Liu, D. Zhang, and G. Lu Region-based image retrieval with high-level semantics using decision tree learning Pattern Recognition 41 8 2008 2554 2570
    • (2008) Pattern Recognition , vol.41 , Issue.8 , pp. 2554-2570
    • Liu, Y.1    Zhang, D.2    Lu, G.3
  • 38
    • 0141836773 scopus 로고    scopus 로고
    • Automatic linguistic indexing of pictures by a statistical modeling approach
    • J. Li, and J.Z. Wang Automatic linguistic indexing of pictures by a statistical modeling approach IEEE PAMI 25 9 2003 1075 1088
    • (2003) IEEE PAMI , vol.25 , Issue.9 , pp. 1075-1088
    • Li, J.1    Wang, J.Z.2
  • 40
    • 33747729581 scopus 로고    scopus 로고
    • Inverted files for text search engines
    • J. Zobel, and A. Moffat Inverted files for text search engines ACM Computing Surveys 38 2 July 2006 1 56
    • (2006) ACM Computing Surveys , vol.38 , Issue.2 , pp. 1-56
    • Zobel, J.1    Moffat, A.2
  • 45
    • 37349070294 scopus 로고    scopus 로고
    • A fast MPEG-7 dominant color extraction with new similarity measure for image retrieval
    • DOI 10.1016/j.jvcir.2007.05.003, PII S1047320307000466
    • N.-C. Yang, W.-H. Chang, C.M. Kuo, and T.-H. Li A fast MPEG-7 dominant colour extraction with new similarity measure for image retrieval Journal of Visual Communication and Image Retrieval 19 2008 92 105 (Pubitemid 350309518)
    • (2008) Journal of Visual Communication and Image Representation , vol.19 , Issue.2 , pp. 92-105
    • Yang, N.-C.1    Chang, W.-H.2    Kuo, C.-M.3    Li, T.-H.4
  • 47
    • 67549125053 scopus 로고    scopus 로고
    • Automatic categorization of image regions using dominant colour based vector quantization
    • Canberra, Australia, December 13
    • M.M. Islam, D. Zhang, G. Lu, Automatic categorization of image regions using dominant colour based vector quantization, in: Proceedings of the Digital Image Computing: Techniques and Applications, Canberra, Australia, December 13, 2008, pp. 191198.
    • (2008) Proceedings of the Digital Image Computing: Techniques and Applications , pp. 191-198
    • Islam, M.M.1    Zhang, D.2    Lu, G.3
  • 48
    • 0036612499 scopus 로고    scopus 로고
    • The curvelet transform for image denoising
    • DOI 10.1109/TIP.2002.1014998, PII S1057714902017347
    • J. Starck, E.J. Candès, and D.L. Donoho The curvelet transform for image denoising IEEE Transactions on Image Processing 11 6 2002 670 684 (Pubitemid 34814390)
    • (2002) IEEE Transactions on Image Processing , vol.11 , Issue.6 , pp. 670-684
    • Starck, J.-L.1    Candes, E.J.2    Donoho, D.L.3
  • 49
    • 51949105530 scopus 로고    scopus 로고
    • A learning-based hybrid tagging and browsing approach for efficient manual image annotation
    • Alaska, USA, June 2328
    • R. Yan, A. Natsev, M. Campbell, A learning-based hybrid tagging and browsing approach for efficient manual image annotation, in: Proceedings of the CVPR08, Alaska, USA, June 2328, 2008, pp. 18.
    • (2008) Proceedings of the CVPR08 , pp. 18
    • Yan, R.1    Natsev, A.2    Campbell, M.3
  • 50
    • 50949098428 scopus 로고    scopus 로고
    • Automatic image annotation of news images with large vocabularies and low quality training data
    • J. Jeon, R. Manmatha, Automatic image annotation of news images with large vocabularies and low quality training data, in: Proceedings of the ACM Multimedia, 2004.
    • (2004) Proceedings of the ACM Multimedia
    • Jeon, J.1    Manmatha, R.2
  • 54
    • 24644469701 scopus 로고    scopus 로고
    • A generic approach for image classification based on decision tree ensembles and local sub-windows
    • R. Marée, P. Geurts, J. Piater, L. Wehenkel, A generic approach for image classification based on decision tree ensembles and local sub-windows, in: Proceedings of the Sixth Asian Conference on Computer Vision, vol. 2, 2004, pp. 860865.
    • (2004) Proceedings of the Sixth Asian Conference on Computer Vision , vol.2 , pp. 860-865
    • Marée, R.1
  • 57
    • 27644532699 scopus 로고    scopus 로고
    • Using one-class and two-class SVMs for multiclass image annotation
    • DOI 10.1109/TKDE.2005.170
    • K.-S. Goh, E.Y. Chang, and B. Li Using one-class and two-class SVMs for multiclass image annotation IEEE Transactions on Knowledge and Data Engineering 17 10 2005 1333 1346 (Pubitemid 41560421)
    • (2005) IEEE Transactions on Knowledge and Data Engineering , vol.17 , Issue.10 , pp. 1333-1346
    • Goh, K.-S.1    Chang, E.Y.2    Li, B.3
  • 58
    • 0346724802 scopus 로고    scopus 로고
    • Content-based image classification using a neural network
    • DOI 10.1016/j.patrec.2003.10.015
    • S.B. Park, J.W. Lee, and S.K. Kim Content-based image classification using a neural network Pattern Recognition Letters 25 2004 287 300 (Pubitemid 38062590)
    • (2004) Pattern Recognition Letters , vol.25 , Issue.3 , pp. 287-300
    • Park, S.B.1    Lee, J.W.2    Kim, S.K.3
  • 59
    • 33750284913 scopus 로고    scopus 로고
    • Incorporating multiple SVMs for automatic image annotation
    • DOI 10.1016/j.patcog.2006.04.042, PII S0031320306002111
    • X. Qi, and Y. Han Incorporating multiple SVMs for automatic image annotation Pattern Recognition 40 2 2007 728 741 (Pubitemid 44635643)
    • (2007) Pattern Recognition , vol.40 , Issue.2 , pp. 728-741
    • Qi, X.1    Han, Y.2
  • 60
  • 62
    • 0036138382 scopus 로고    scopus 로고
    • An image retrieval system by impression words and specific object names-IRIS
    • DOI 10.1016/S0925-2312(01)00344-7, PII S0925231201003447
    • K. Kuroda, and M. Hagiwara An image retrieval system by impression words and specific object names - Iris Neurocomputing 43 2002 259 276 (Pubitemid 34041236)
    • (2002) Neurocomputing , vol.43 , pp. 259-276
    • Kuroda, K.1    Hagiwara, M.2
  • 67
    • 0242578025 scopus 로고    scopus 로고
    • Home photo content modelling for personalized event based retrieval
    • J.-H. Lim, Q. Tian, and P. Mulhem Home photo content modelling for personalized event based retrieval IEEE Multimedia 10 4 2003 28 37
    • (2003) IEEE Multimedia , vol.10 , Issue.4 , pp. 28-37
    • Lim, J.-H.1    Tian, Q.2    Mulhem, P.3
  • 68
    • 0030247213 scopus 로고    scopus 로고
    • Region competition: Unifying snakes, region growing, and bayes/mdl for multiband image segmentation
    • S.C. Zhu, and A. Yuille Region competition: unifying snakes, region growing and Bayes/mdl for multiband image segmentation IEEE PAMI 1996 884 900 (Pubitemid 126772831)
    • (1996) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.18 , Issue.9 , pp. 884-900
    • Zhu, S.C.1
  • 69
    • 0032761359 scopus 로고    scopus 로고
    • Game-theoretic integration for image segmentation
    • A. Chakraborty, and J. Duncan Game-theoretic integration for image segmentation IEEE PAMI 21 1 1999 12 30
    • (1999) IEEE PAMI , vol.21 , Issue.1 , pp. 12-30
    • Chakraborty, A.1    Duncan, J.2
  • 70
    • 0035248865 scopus 로고    scopus 로고
    • Active contours without edges
    • DOI 10.1109/83.902291
    • T.F. Chan, and L.A. Vese Active contours without edges IEEE Transactions on Image Processing 10 2 2001 266 277 (Pubitemid 32254596)
    • (2001) IEEE Transactions on Image Processing , vol.10 , Issue.2 , pp. 266-277
    • Chan, T.F.1    Vese, L.A.2
  • 71
    • 0036684357 scopus 로고    scopus 로고
    • Blobworld: Image segmentation using expectationmaximization and its application to image querying
    • C. Carson, S. Belongie, H. Greenspan, and J. Malik Blobworld: image segmentation using expectationmaximization and its application to image querying IEEE PAMI 24 8 2002 1026 1038
    • (2002) IEEE PAMI , vol.24 , Issue.8 , pp. 1026-1038
    • Carson, C.1    Belongie, S.2    Greenspan, H.3    Malik, J.4
  • 76
    • 0034244751 scopus 로고    scopus 로고
    • Normalized cuts and image segmentation
    • J. Shi, and J. Malik Normalized cuts and image segmentation IEEE PAMI 22 8 2000 888 905
    • (2000) IEEE PAMI , vol.22 , Issue.8 , pp. 888-905
    • Shi, J.1    Malik, J.2
  • 77
    • 35148818642 scopus 로고    scopus 로고
    • Color image segmentation based on mean shift and normalized cuts
    • DOI 10.1109/TSMCB.2007.902249, Special Issue on Recent Advances in Biometric Systems
    • W. Tao, H. Jin, and Y. Zhang Colour image segmentation based on mean shift and normalized cuts IEEE Transactions on Systems, Man and Cybernetics 37 5 2007 1382 1389 (Pubitemid 47534601)
    • (2007) IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics , vol.37 , Issue.5 , pp. 1382-1389
    • Tao, W.1    Jin, H.2    Zhang, Y.3
  • 80
  • 88
  • 92
    • 26444467666 scopus 로고    scopus 로고
    • Automated image annotation using global features and robust nonparametric density estimation
    • Image and Video Retrieval: 4th International Conference, CIVR 2005. Proceedings
    • A. Yavlinsky, E. Schofield, S. Rüger, Automated image annotation using global features and robust nonparametric density estimation, in: Proceedings of the International Conference on Image and Video Retrieval, Singapore, 2005, pp. 507517. (Pubitemid 41425589)
    • (2005) Lecture Notes in Computer Science , vol.3568 , pp. 507-517
    • Yavlinsky, A.1    Schofield, E.2    Ruger, S.3
  • 93
    • 0020497293 scopus 로고
    • Markov random field texture models
    • G.R. Cross, and A.K. Jain Markov random field texture models IEEE PAMI 5 1 1983 25 39
    • (1983) IEEE PAMI , vol.5 , Issue.1 , pp. 25-39
    • Cross, G.R.1    Jain, A.K.2
  • 94
    • 0003112904 scopus 로고    scopus 로고
    • Texture analysis
    • C.H. Chen, L.F. Pau, P.S.P. Wang, second ed. World Scientific Publishing Co.
    • M. Tuceryan, and A.K. Jain Texture analysis C.H. Chen, L.F. Pau, P.S.P. Wang, The Handbook of Pattern Recognition and Computer Vision second ed. 1998 World Scientific Publishing Co. 207 248
    • (1998) The Handbook of Pattern Recognition and Computer Vision , pp. 207-248
    • Tuceryan, M.1    Jain, A.K.2
  • 95
    • 0029208714 scopus 로고
    • Texture segmentation using fractal dimension
    • B.B. Chaudhuri, and N. Sarkar Texture segmentation using fractal dimension IEEE PAMI 17 1 1995 72 77
    • (1995) IEEE PAMI , vol.17 , Issue.1 , pp. 72-77
    • Chaudhuri, B.B.1    Sarkar, N.2
  • 97
    • 0035164966 scopus 로고    scopus 로고
    • Indoor vs outdoor classification of consumner photographs using low-level and semantic features
    • J. Luo, A. Savakis, Indoor vs. outdoor classification of consumer photographs using low-level and semantic features, in: Proceedings of the International Conference on Image Processing, 2001, pp. 745748. (Pubitemid 33057813)
    • (2001) IEEE International Conference on Image Processing , vol.2 , pp. 745-748
    • Luo, J.1    Savakis, A.2
  • 98
    • 17144397669 scopus 로고    scopus 로고
    • An efficient computation method for the texture browsing descriptor of MPEG-7
    • DOI 10.1016/j.imavis.2004.12.002, PII S0262885604002276
    • K.-L. Lee, and L.-H. Chen An efficient computation method for the texture browsing descriptor of MPEG-7 Image and Vision Computing 23 2005 479 489 (Pubitemid 40519353)
    • (2005) Image and Vision Computing , vol.23 , Issue.5 , pp. 479-489
    • Lee, K.-L.1    Chen, L.-H.2
  • 101
    • 33745936402 scopus 로고    scopus 로고
    • A probabilistic semantic model for image annotation and multi-modal image retrieval
    • 1541341, Proceedings - 10th IEEE International Conference on Computer Vision, ICCV 2005
    • R. Zhang, Z.M. Zhang, M. Li, W.-Y. Ma, H.-J. Zhang, A probabilistic semantic model for image annotation and multi-modal image retrieval, in: Proceedings of the 10th International Conference on Computer Vision, vol. 1, 2005, pp. 846851. (Pubitemid 44055043)
    • (2005) Proceedings of the IEEE International Conference on Computer Vision , vol.I , pp. 846-851
    • Zhang, R.1    Zhang, Z.2    Li, M.3    Ma, W.-Y.4    Zhang, H.-J.5
  • 104
    • 0242456421 scopus 로고    scopus 로고
    • Review of shape representation and description techniques
    • DOI 10.1016/j.patcog.2003.07.008
    • D. Zhang, and G. Lu Review of shape representation and description techniques Pattern Recognition 37 1 2004 1 19 (Pubitemid 37425254)
    • (2004) Pattern Recognition , vol.37 , Issue.1 , pp. 1-19
    • Zhang, D.1    Lu, G.2
  • 108
    • 0022910777 scopus 로고
    • A spatial knowledge structure for image information systems using symbolic projections
    • S.K. Chang, E. Jungert, A spatial knowledge structure for image information systems using symbolic projections, in: Proceedings of the Fall Joint Computer Conference, 1986, pp. 7986. (Pubitemid 17536925)
    • (1986) Proceedings of the Fall Joint Computer Conference , pp. 79-86
    • Chang Shi-Kuo1    Jungert Erland2
  • 109
    • 0142025162 scopus 로고    scopus 로고
    • 2D Z-string: A new spatial knowledge representation for image databases
    • DOI 10.1016/S0167-8655(03)00162-4
    • A.J.T. Lee, and H.-P. Chiu 2D z-string: a new spatial knowledge representation for image databases Pattern Recognition Letters 24 16 December 2003 3015 3026 (Pubitemid 37293331)
    • (2003) Pattern Recognition Letters , vol.24 , Issue.16 , pp. 3015-3026
    • Lee, A.J.T.1    Chiu, H.-P.2
  • 110
    • 0347926528 scopus 로고    scopus 로고
    • A bit-pattern-based matrix strategy for efficient iconic indexing of symbolic pictures
    • Y.I. Chang, B.Y. Yang, and W.H. Yeh A bit-pattern-based matrix strategy for efficient iconic indexing of symbolic pictures Pattern Recognition Letters 24 13 January 2003 537 545
    • (2003) Pattern Recognition Letters , vol.24 , Issue.13 , pp. 537-545
    • Chang, Y.I.1    Yang, B.Y.2    Yeh, W.H.3
  • 111
    • 26944459236 scopus 로고    scopus 로고
    • A new feature of uniformity of image texture directions coinciding with the human eyes perception
    • Fuzzy Systems and Knowledge Discovery: Second International Conference, FSKD 2005. Proceedings
    • X.-J. He, Y. Zhang, T.-M. Lok, M.R. Lyu, A new feature of uniformity of image texture directions coinciding with the human eyes perception, in: Lecture Notes in Artificial Intelligence, vol. 3614, Springer-Verlag, Berlin, Heidelberg, 2005, pp. 727730. (Pubitemid 41480149)
    • (2005) Lecture Notes in Artificial Intelligence (Subseries of Lecture Notes in Computer Science) , vol.3614 , Issue.PART II , pp. 727-730
    • He, X.-J.1    Zhang, Y.2    Lok, T.-M.3    Lyu, M.R.4
  • 117
    • 84976702763 scopus 로고
    • Wordnet: A lexical database for English
    • G.A. Miller Wordnet: a lexical database for English Communications of the ACM 38 11 1995 39 41
    • (1995) Communications of the ACM , vol.38 , Issue.11 , pp. 39-41
    • Miller, G.A.1
  • 119
  • 124
    • 54749133121 scopus 로고    scopus 로고
    • Automatic semantic annotation of real-world web images
    • R.C.F. Wong, and C.H.C. Leung Automatic semantic annotation of real-world web images IEEE PAMI 30 11 2008 1933 1944
    • (2008) IEEE PAMI , vol.30 , Issue.11 , pp. 1933-1944
    • Wong, R.C.F.1    Leung, C.H.C.2
  • 126
    • 33746424489 scopus 로고    scopus 로고
    • Asymmetric bagging and random subspace for support vector machines-based relevance feedback in image retrieval
    • D. Tao, X. Tang, X. Li, and Xindong Wu Asymmetric bagging and random subspace for support vector machines-based relevance feedback in image retrieval IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 28 7 July 2006 1,088 1,099
    • (2006) IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) , vol.28 , Issue.7 , pp. 1
    • Tao, D.1    Tang, X.2    Li, X.3    Wu, X.4
  • 127
    • 0036532792 scopus 로고    scopus 로고
    • A survey on the use of pattern recognition methods for abstraction, indexing and retrieval of images and video
    • DOI 10.1016/S0031-3203(01)00086-3, PII S0031320301000863
    • S. Antani, R. Kasturi, and R. Jain A survey on the use of pattern recognition methods for abstraction, indexing and retrieval of images and video Pattern Recognition 35 4 2002 945 965 (Pubitemid 34128817)
    • (2002) Pattern Recognition , vol.35 , Issue.4 , pp. 945-965
    • Antani, S.1    Kasturi, R.2    Jain, R.3
  • 130
    • 78751484111 scopus 로고    scopus 로고
    • Joint multi-label multi-instance learning for image classification
    • Z. Zha, et al., Joint multi-label multi-instance learning for image classification, in: Proceedings of the CVPR 2008.
    • (2008) Proceedings of the CVPR
    • Zha, Z.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.