메뉴 건너뛰기




Volumn 51, Issue 2, 2011, Pages 441-477

Building descriptive and discriminative visual codebook for large-scale image applications

Author keywords

Feature space quantization; Image search re ranking; Large scale image retrieval; Visual vocabulary

Indexed keywords

CLUSTER CENTERS; CODEBOOKS; DISCRIMINATIVE ABILITY; FEATURE SPACE; IMAGE APPLICATIONS; IMAGE SEARCH; IMAGE SIMILARITY; IMAGE SIMILARITY COMPUTATION; LARGE-SCALE IMAGE RETRIEVAL; LOCAL FEATURE; POST PROCESSING; PREFERENCE-BASED; SEMANTIC CONTEXT; SPATIAL CODING; SPATIAL CONTEXT; STATE-OF-THE-ART ALGORITHMS; TEXTUAL INFORMATION; VISUAL CONTEXT; VISUAL PHRASE; VISUAL VOCABULARIES; VISUAL VOCABULARY; VISUAL WORD;

EID: 79951510540     PISSN: 13807501     EISSN: 15737721     Source Type: Journal    
DOI: 10.1007/s11042-010-0636-6     Document Type: Article
Times cited : (27)

References (74)
  • 1
    • 0043005300 scopus 로고    scopus 로고
    • Learning a sparse representation for object detection
    • Agarwal S, Roth D (2002) Learning a sparse representation for object detection. ECCV
    • (2002) ECCV
    • Agarwal, S.1    Roth, D.2
  • 3
    • 0141607824 scopus 로고    scopus 로고
    • Latent dirichlet allocation
    • 1112.68379
    • D Blei A Ng M Jordan 2003 Latent dirichlet allocation J MLR 3 993 1022 1112.68379
    • (2003) J MLR , vol.3 , pp. 993-1022
    • Blei, D.1    Ng, A.2    Jordan, M.3
  • 4
    • 0012901933 scopus 로고    scopus 로고
    • The anatomy of a large-scale hyper textual web search engine
    • Brin S, Page L (1998) The anatomy of a large-scale hyper textual web search engine. WWW
    • (1998) WWW
    • Brin, S.1    Page, L.2
  • 5
    • 50649105215 scopus 로고    scopus 로고
    • Total recall: Automatic query expansion with a generative feature model for object retrieval
    • Chum O, Philbin J, Sivic J, Isard M, Zisserman A (2007) Total recall: automatic query expansion with a generative feature model for object retrieval. ICCV
    • (2007) ICCV
    • Chum, O.1    Philbin, J.2    Sivic, J.3    Isard, M.4    Zisserman, A.5
  • 6
    • 84989525001 scopus 로고
    • Indexing by latent semantic analysis
    • 10.1002/(SICI)1097-4571(199009)41:6<391::AID-ASI1>3.0.CO;2-9
    • S Deerwester S Dumais R Harshman 1990 Indexing by latent semantic analysis J Am Soc Inf Sci 41 6 391 407 10.1002/(SICI)1097-4571(199009)41: 6<391::AID-ASI1>3.0.CO;2-9
    • (1990) J Am Soc Inf Sci , vol.41 , Issue.6 , pp. 391-407
    • Deerwester, S.1    Dumais, S.2    Harshman, R.3
  • 7
    • 0038401728 scopus 로고    scopus 로고
    • Object recognition as machine translation: Learning a lexicon for a fixed image vocabulary
    • Duygulu P, Barnard K, Freitas J, Forsyth D (2002) Object recognition as machine translation: Learning a lexicon for a fixed image vocabulary. ECCV
    • (2002) ECCV
    • Duygulu, P.1    Barnard, K.2    Freitas, J.3    Forsyth, D.4
  • 8
    • 0019574599 scopus 로고
    • Random sample consensus: A paradigm for model fitting with applications to image analysis and automated cartography
    • DOI 10.1145/358669.358692
    • M Fischler R Bolles 1981 Random sample consensus: a paradigm for model fitting with applications to image analysis and automated cartography Comm ACM 24 381 395 10.1145/358669.358692 618158 (Pubitemid 12444102)
    • (1981) Communications of the ACM , vol.24 , Issue.6 , pp. 381-395
    • Fischler Martin, A.1    Bolles Robert, C.2
  • 10
    • 84864069671 scopus 로고    scopus 로고
    • Approximate correspondences in high dimensions
    • K. Grauman and T. Darrell. Approximate correspondences in high dimensions. NIPS, 2007.
    • (2007) NIPS
    • Grauman, K.1    Darrell, T.2
  • 12
    • 85026972772 scopus 로고    scopus 로고
    • Probabilistic latent semantic indexing
    • Hofmann T (1999) Probabilistic latent semantic indexing. ACM SIGIR
    • (1999) ACM SIGIR
    • Hofmann, T.1
  • 13
    • 0034818212 scopus 로고    scopus 로고
    • Unsupervised learning by probabilistic Latent Semantic Analysis
    • DOI 10.1023/A:1007617005950
    • T Hofmann 2001 Unsupervised learning by probabilistic latent semantic analysis ML 41 177 196 (Pubitemid 32872403)
    • (2001) Machine Learning , vol.42 , Issue.1-2 , pp. 177-196
    • Hofmann, T.1
  • 15
    • 34948895043 scopus 로고    scopus 로고
    • A contextual dissimilarity measure for accurate and efficient image search
    • Jegou H, Harzallah H, Schmid C (2007) A contextual dissimilarity measure for accurate and efficient image search. CVPR
    • (2007) CVPR
    • Jegou, H.1    Harzallah, H.2    Schmid, C.3
  • 16
    • 70449560133 scopus 로고    scopus 로고
    • Hamming embedding and weak geometric consistency for large scale image search
    • Jegou H, Douze M, Schmid C (2008) Hamming embedding and weak geometric consistency for large scale image search. ECCV
    • (2008) ECCV
    • Jegou, H.1    Douze, M.2    Schmid, C.3
  • 17
    • 79951516214 scopus 로고    scopus 로고
    • Incremental indexing of visual vocabulary for scalable retrieval
    • Ji R, Xie X, Yao H, Wu Y, Ma∈W (2008) Incremental indexing of visual vocabulary for scalable retrieval. ICME
    • (2008) ICME
    • Ji, R.X.1
  • 18
    • 70450194789 scopus 로고    scopus 로고
    • Vocabulary hierarchy optimization for effective and transferable retrieval
    • Ji R, Xie X, Yao H, Ma W (2009) Vocabulary hierarchy optimization for effective and transferable retrieval. CVPR
    • (2009) CVPR
    • Ji, R.1    Xie, X.2    Yao, H.3    Ma, W.4
  • 19
    • 77955992520 scopus 로고    scopus 로고
    • Towards semantic embedding in visual vocabulary
    • Ji R, Yao H, Sun X, Zhong B, Gao W (2010) Towards semantic embedding in visual vocabulary. CVPR
    • (2010) CVPR
    • Ji, R.1    Yao, H.2    Sun, X.3    Zhong, B.4    Gao, W.5
  • 20
    • 54849392900 scopus 로고    scopus 로고
    • VisualRank: Applying pagerank to large-scale image search
    • Y Jing S Baluja 2008 VisualRank: applying pagerank to large-scale image search IEEE Trans. on PAMI 30 1877 1890
    • (2008) IEEE Trans. on PAMI , vol.30 , pp. 1877-1890
    • Jing, Y.1    Baluja, S.2
  • 22
    • 51949105707 scopus 로고    scopus 로고
    • Unsupervised modeling of object categories using link analysis techniques
    • Kim G, Faloutsos C, Hebert M (2008) Unsupervised modeling of object categories using link analysis techniques. CVPR
    • (2008) CVPR
    • Kim, G.1    Faloutsos, C.2    Hebert, M.3
  • 23
    • 79951512882 scopus 로고    scopus 로고
    • Unsupervised modeling and recognition of object categories with combination of visual contents and geometric similarity links
    • Kim G, Faloutsos C, Hebert M (2008) Unsupervised modeling and recognition of object categories with combination of visual contents and geometric similarity links. ACM MIR
    • (2008) ACM MIR
    • Kim, G.1    Faloutsos, C.2    Hebert, M.3
  • 24
    • 0003505613 scopus 로고
    • Learning vector quantization for pattern recognition
    • Helsinki Institute of Technology
    • Kohonen T (1986) Learning vector quantization for pattern recognition. Tech. Rep. TKK-F-A601, Helsinki Institute of Technology
    • (1986) Tech. Rep. TKK-F-A601
    • Kohonen, T.1
  • 26
    • 67349266616 scopus 로고    scopus 로고
    • Supervised learning of quantizer codebook by information loss minimization
    • S Lazebnik M Raginsky 2009 Supervised learning of quantizer codebook by information loss minimization PAMI 31 7 1294 1309
    • (2009) PAMI , vol.31 , Issue.7 , pp. 1294-1309
    • Lazebnik, S.1    Raginsky, M.2
  • 27
    • 33646014576 scopus 로고    scopus 로고
    • Combined object categorization and segmentation with an implicit shape model
    • Leibe B, Leonardis A, Schiele B (2004) Combined object categorization and segmentation with an implicit shape model. ECCV
    • (2004) ECCV
    • Leibe, B.1    Leonardis, A.2    Schiele, B.3
  • 28
    • 33745886518 scopus 로고    scopus 로고
    • A spectral technique for correspondence problems using pairwise constraints
    • Leordeanu M, Hebert M (2005) A spectral technique for correspondence problems using pairwise constraints. ICCV
    • (2005) ICCV
    • Leordeanu, M.1    Hebert, M.2
  • 29
    • 0035358496 scopus 로고    scopus 로고
    • Representing and recognizing the visual appearance of materials using 3-d textons
    • Leung T, Malik J (2001) Representing and recognizing the visual appearance of materials using 3-d textons. IJCV
    • (2001) IJCV
    • Leung, T.1    Malik, J.2
  • 30
    • 77955996316 scopus 로고    scopus 로고
    • A bayesian hierarchical model for learning natural scene categories
    • Li F, Pietro P (2007) A bayesian hierarchical model for learning natural scene categories. ICCV
    • (2007) ICCV
    • Li, F.1    Pietro, P.2
  • 32
    • 51949083215 scopus 로고    scopus 로고
    • Integrated feature selection and higher-order spatial feature extraction for object categorization
    • Liu D, Hua G, Viola P, Chen T (2008) Integrated feature selection and higher-order spatial feature extraction for object categorization. CVPR, pp 1-8
    • (2008) CVPR , pp. 1-8
    • Liu, D.1    Hua, G.2    Viola, P.3    Chen, T.4
  • 33
    • 77956003640 scopus 로고    scopus 로고
    • Dense scene alignment using SIFT flow for object recognition
    • Liu C, Yuen J, Torralba A (2009) Dense scene alignment using SIFT flow for object recognition. CVPR
    • (2009) CVPR
    • Liu, C.1    Yuen, J.2    Torralba, A.3
  • 34
    • 70450170628 scopus 로고    scopus 로고
    • Learning semantic visual vocabularies using diffusion distance
    • Liu J, Yang Y, Shah M (2009) Learning semantic visual vocabularies using diffusion distance. CVPR
    • (2009) CVPR
    • Liu, J.1    Yang, Y.2    Shah, M.3
  • 36
    • 3042535216 scopus 로고    scopus 로고
    • Distinctive image features form scale-invariant keypoints
    • 10.1023/B:VISI.0000029664.99615.94
    • D Lowe 2004 Distinctive image features form scale-invariant keypoints IJCV 20 2 91 110 10.1023/B:VISI.0000029664.99615.94
    • (2004) IJCV , vol.20 , Issue.2 , pp. 91-110
    • Lowe, D.1
  • 40
    • 34948830130 scopus 로고    scopus 로고
    • Semantic hierarchies for visual object recognition
    • Marszalek M, Schmid C (2007) Semantic hierarchies for visual object recognition. CVPR
    • (2007) CVPR
    • Marszalek, M.1    Schmid, C.2
  • 41
    • 0041416425 scopus 로고    scopus 로고
    • Robust wide baseline stereo from maximally stable extremal regions
    • Matas J, Chum O, Urban M, Pajla T (2002) Robust wide baseline stereo from maximally stable extremal regions. BMVC
    • (2002) BMVC
    • Matas, J.1    Chum, O.2    Urban, M.3    Pajla, T.4
  • 42
    • 85044773291 scopus 로고    scopus 로고
    • Fast discriminative visual codebooks using randomized clustering forests
    • Moosmann F, Triggs B, Jurie F (2006) Fast discriminative visual codebooks using randomized clustering forests. NIPS
    • (2006) NIPS
    • Moosmann, F.1    Triggs, B.2    Jurie, F.3
  • 43
    • 48049095024 scopus 로고    scopus 로고
    • Randomized clustering forests for image classification
    • F Moosmann E Nowak F Jurie 2008 Randomized clustering forests for image classification PAMI 30 9 1632 1646
    • (2008) PAMI , vol.30 , Issue.9 , pp. 1632-1646
    • Moosmann, F.1    Nowak, E.2    Jurie, F.3
  • 46
    • 45349097640 scopus 로고    scopus 로고
    • Universal and adapted vocabularies for generic visual categorization
    • F Perronnin 2008 Universal and adapted vocabularies for generic visual categorization PAMI 30 7 1243 1256
    • (2008) PAMI , vol.30 , Issue.7 , pp. 1243-1256
    • Perronnin, F.1
  • 47
  • 48
    • 34948903793 scopus 로고    scopus 로고
    • Object retrieval with large vocabularies and fast spatial matching
    • Philbin J, Chum O, Isard M, Sivic J, Zisserman A (2007) Object retrieval with large vocabularies and fast spatial matching. CVPR
    • (2007) CVPR
    • Philbin, J.1    Chum, O.2    Isard, M.3    Sivic, J.4    Zisserman, A.5
  • 49
    • 51949105132 scopus 로고    scopus 로고
    • Lost in quantization: Improving particular object retrieval in large scale image databases
    • Philbin J, Chum O, Isard M, Sivic J, Zisserman A (2008) Lost in quantization: improving particular object retrieval in large scale image databases. CVPR
    • (2008) CVPR
    • Philbin, J.1    Chum, O.2    Isard, M.3    Sivic, J.4    Zisserman, A.5
  • 50
    • 0029746563 scopus 로고    scopus 로고
    • A generalized VQ method for combined compression and estimation
    • Rao A, Miller D, Rose K, Gersho A (1996) A generalized VQ method for combined compression and estimation. ICASSP
    • (1996) ICASSP
    • Rao, A.1    Miller, D.2    Rose, K.3    Gersho, A.4
  • 52
    • 45549117987 scopus 로고
    • Term-weighting approaches in automatic text retrieval
    • 10.1016/0306-4573(88)90021-0
    • G Salton C Buckley 1988 Term-weighting approaches in automatic text retrieval Inf Process Manage 24 5 513 523 10.1016/0306-4573(88)90021-0
    • (1988) Inf Process Manage , vol.24 , Issue.5 , pp. 513-523
    • Salton, G.1    Buckley, C.2
  • 54
    • 34948903293 scopus 로고    scopus 로고
    • City-scale location recognition
    • Schindler G, Brown M (2007) City-scale location recognition. CVPR
    • (2007) CVPR
    • Schindler, G.1    Brown, M.2
  • 55
    • 0345414182 scopus 로고    scopus 로고
    • Video Google: A text retrieval approach to object matching in videos
    • Sivic J, Zisserman A (2003) Video Google: a text retrieval approach to object matching in videos. ICCV, pp 1470-1477
    • (2003) ICCV , pp. 1470-1477
    • Sivic, J.1    Zisserman, A.2
  • 56
    • 0034851946 scopus 로고    scopus 로고
    • Robust real-time face detection
    • Viola P, Jones M (2001) Robust real-time face detection. ICCV, pp 7-14
    • (2001) ICCV , pp. 7-14
    • Viola, P.1    Jones, M.2
  • 57
    • 34948824863 scopus 로고    scopus 로고
    • Toward a discriminative codebook: Codeword selection across multi-resolution
    • Wang L (2007) Toward a discriminative codebook: codeword selection across multi-resolution. CVPR
    • (2007) CVPR
    • Wang, L.1
  • 58
    • 70350656206 scopus 로고    scopus 로고
    • Video event detection using motion relativity and visual relatedness
    • Wang F, Jiang Y, Ngo C (2008) Video event detection using motion relativity and visual relatedness. ACM Multimedia, pp 239-248
    • (2008) ACM Multimedia , pp. 239-248
    • Wang, F.1    Jiang, Y.2    Ngo, C.3
  • 60
    • 77951197977 scopus 로고    scopus 로고
    • Bundling features for large-scale partial-duplicate web image search
    • Wu Z, Ke Q, Sun J (2009) Bundling features for large-scale partial-duplicate web image search. CVPR
    • (2009) CVPR
    • Wu, Z.1    Ke, Q.2    Sun, J.3
  • 61
    • 72449143610 scopus 로고    scopus 로고
    • Semantic-preserving bag-of-words models for efficient image annotation
    • Wu L, Hoi S, Yu N (2009) Semantic-preserving bag-of-words models for efficient image annotation. ACM workshop on LSMRM, pp 19-26
    • (2009) ACM Workshop on LSMRM , pp. 19-26
    • Wu, L.1    Hoi, S.2    Yu, N.3
  • 62
    • 54749131961 scopus 로고    scopus 로고
    • Video event recognition using kernel methods with multilevel temporal alignment
    • D Xu S Chang 2008 Video event recognition using kernel methods with multilevel temporal alignment PAMI 30 11 1985 1997
    • (2008) PAMI , vol.30 , Issue.11 , pp. 1985-1997
    • Xu, D.1    Chang, S.2
  • 63
    • 37849036011 scopus 로고    scopus 로고
    • Evaluating bag-of-visual-words representations in scene classification
    • Yang J (2007) Evaluating bag-of-visual-words representations in scene classification. ACM Multimedia
    • (2007) ACM Multimedia
    • Yang, J.1
  • 64
    • 34948817675 scopus 로고    scopus 로고
    • Multiple class segmentation using a unified framework over mean-shift patches
    • Yang L, Meer P, Foran D (2007) Multiple class segmentation using a unified framework over mean-shift patches. CVPR, pp 1-8
    • (2007) CVPR , pp. 1-8
    • Yang, L.1    Meer, P.2    Foran, D.3
  • 66
    • 34948876367 scopus 로고    scopus 로고
    • Discovery of collocation patterns: From visual words to visual phrases
    • Yuan J, Wu Y, Yang M (2007) Discovery of collocation patterns: from visual words to visual phrases. CVPR, pp 1-8
    • (2007) CVPR , pp. 1-8
    • Yuan, J.1    Wu, Y.2    Yang, M.3
  • 67
    • 33846580425 scopus 로고    scopus 로고
    • Local features and kernels for classification of texture and object categories: A comprehensive review
    • Zhang J, Marszalek M, Lazebnik S, Schmid C (2007) Local features and kernels for classification of texture and object categories: A comprehensive review. IJCV
    • (2007) IJCV
    • Zhang, J.1    Marszalek, M.2    Lazebnik, S.3    Schmid, C.4
  • 68
    • 72449184104 scopus 로고    scopus 로고
    • Descriptive visual words and visual phrases for image applications
    • Zhang S, Tian Q, Hua G, Huang Q, Li S (2009) Descriptive visual words and visual phrases for image applications. ACM Multimedia
    • (2009) ACM Multimedia
    • Zhang, S.1    Tian, Q.2    Hua, G.3    Huang, Q.4    Li, S.5
  • 70
    • 78049361141 scopus 로고    scopus 로고
    • Building pair-wise visual word tree for efficient image re-ranking
    • Zhang S, Huang Q, Lu Y, Gao W, Tian Q (2010) Building pair-wise visual word tree for efficient image re-ranking. ICASSP
    • (2010) ICASSP
    • Zhang, S.1    Huang, Q.2    Lu, Y.3    Gao, W.4    Tian, Q.5
  • 71
    • 72449127979 scopus 로고    scopus 로고
    • Visual synset: A higher-level visual representation
    • Zheng Y, Zhao M, Neo S, Chua T, Tian Q (2008) Visual synset: a higher-level visual representation. CVPR, pp 1-8
    • (2008) CVPR , pp. 1-8
    • Zheng, Y.1    Zhao, M.2    Neo, S.3    Chua, T.4    Tian, Q.5
  • 72
    • 78049358374 scopus 로고    scopus 로고
    • Large scale partial-duplicate image retrieval with bi-space quantization and geometric consistency
    • Zhou W, Li H, Lu Y, Tian Q (2010) Large scale partial-duplicate image retrieval with bi-space quantization and geometric consistency. ICASSP
    • (2010) ICASSP
    • Zhou, W.1    Li, H.2    Lu, Y.3    Tian, Q.4
  • 73
    • 78650975068 scopus 로고    scopus 로고
    • Spatial coding for large-scale partial-duplicate web image search
    • ZhouW, Lu Y, Song Y, Li H, Tian Q (2010) Spatial coding for large-scale partial-duplicate web image search. ACM Multimedia
    • (2010) ACM Multimedia
    • Zhou, W.1    Lu, Y.2    Song, Y.3    Li, H.4    Tian, Q.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.