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Volumn 45, Issue 3, 2015, Pages 381-390

Image classification with densely sampled image windows and generalized adaptive multiple kernel learning

Author keywords

Adapted classifier; image classification; multiple kernel learning; Spatial pyramid

Indexed keywords

ASPECT RATIO; CLASSIFICATION (OF INFORMATION); GENETIC ALGORITHMS; LEARNING ALGORITHMS; OBJECT RECOGNITION;

EID: 85027917792     PISSN: 21682267     EISSN: 21682275     Source Type: Journal    
DOI: 10.1109/TCYB.2014.2326596     Document Type: Article
Times cited : (39)

References (50)
  • 2
    • 84890071682 scopus 로고    scopus 로고
    • Lateral inhibition pyramidal neural network for image classification
    • Dec.
    • B. Fernandes, G. Cavalcanti, and T. I. Ren, "Lateral inhibition pyramidal neural network for image classification," IEEE Trans. Cybern., vol. 43, no. 6, pp. 2082-2092, Dec. 2013.
    • (2013) IEEE Trans. Cybern. , vol.43 , Issue.6 , pp. 2082-2092
    • Fernandes, B.1    Cavalcanti, G.2    Ren, T.I.3
  • 3
    • 84890442725 scopus 로고    scopus 로고
    • Hierarchical feature extraction with local neural response for image recognition
    • Apr.
    • H. Li, Y. Wei, L. Li, and C. L. P. Chen, "Hierarchical feature extraction with local neural response for image recognition," IEEE Trans. Cybern., vol. 43, no. 2, pp. 412-424, Apr. 2013.
    • (2013) IEEE Trans. Cybern. , vol.43 , Issue.2 , pp. 412-424
    • Li, H.1    Wei, Y.2    Li, L.3    Chen, C.L.P.4
  • 4
    • 33845572523 scopus 로고    scopus 로고
    • Beyond bags of features: Spatial pyramid matching for recognizing natural scene categories
    • S. Lazebnik, C. Schmid, and J. Poncer, "Beyond bags of features: Spatial pyramid matching for recognizing natural scene categories," in Proc. IEEE Conf. Comput. Vis. Pattern Recognit., 2006, pp. 2169-2178.
    • (2006) Proc. IEEE Conf. Comput. Vis. Pattern Recognit. , pp. 2169-2178
    • Lazebnik, S.1    Schmid, C.2    Poncer, J.3
  • 6
    • 84863038460 scopus 로고    scopus 로고
    • Spatial pyramid co-occurrence for image classification
    • Barcelona, Spain
    • Y. Yang and S. Newsam, "Spatial pyramid co-occurrence for image classification," in Proc. IEEE ICCV, Barcelona, Spain, 2011, pp. 1465-1472.
    • (2011) Proc. IEEE ICCV , pp. 1465-1472
    • Yang, Y.1    Newsam, S.2
  • 9
    • 84863044549 scopus 로고    scopus 로고
    • In defense of soft-assignment coding
    • Barcelona, Spain
    • L. Liu, L. Wang, and X. Liu, "In defense of soft-assignment coding," in Proc. IEEE Int. Conf. Comput. Vis., Barcelona, Spain, 2011, pp. 2486-2493.
    • (2011) Proc. IEEE Int. Conf. Comput. Vis. , pp. 2486-2493
    • Liu, L.1    Wang, L.2    Liu, X.3
  • 10
    • 80052872055 scopus 로고    scopus 로고
    • Geometric-p-norm feature pooling for image classification
    • Providence, RI, USA
    • J. Feng, B. Ni, Q. Tian, and S. Yan, "Geometric-p-norm feature pooling for image classification," in Proc. IEEE Conf. Comput. Vis. Pattern Recognit., Providence, RI, USA, 2011, pp. 2697-2704.
    • (2011) Proc. IEEE Conf. Comput. Vis. Pattern Recognit. , pp. 2697-2704
    • Feng, J.1    Ni, B.2    Tian, Q.3    Yan, S.4
  • 11
    • 84899085330 scopus 로고    scopus 로고
    • Discriminative BoW framework for mobile landmark recognition
    • May
    • T. Chen and K.-H. Yap, "Discriminative BoW framework for mobile landmark recognition," IEEE Trans. Cybern., vol. 44, no. 5, pp. 695-706, May 2014.
    • (2014) IEEE Trans. Cybern. , vol.44 , Issue.5 , pp. 695-706
    • Chen, T.1    Yap, K.-H.2
  • 13
    • 51949104909 scopus 로고    scopus 로고
    • Locally assembled binary (LAB) feature with feature-centric cascade for fast and accurate face detection
    • Anchorage, AK, USA
    • S. Yan, S. Shan, X. Chen, W. Gao, and J. Chen, "Locally assembled binary (LAB) feature with feature-centric cascade for fast and accurate face detection," in Proc. IEEE Conf. Comput. Vis. Pattern Recognit., Anchorage, AK, USA, 2008, pp. 874-879.
    • (2008) Proc. IEEE Conf. Comput. Vis. Pattern Recognit. , pp. 874-879
    • Yan, S.1    Shan, S.2    Chen, X.3    Gao, W.4    Chen, J.5
  • 15
    • 3042535216 scopus 로고    scopus 로고
    • Distinctive image features from scale-invariant keypoints
    • Nov.
    • D. Lowe, "Distinctive image features from scale-invariant keypoints," Int. J. Comput. Vis., vol. 60, no. 2, pp. 91-110, Nov. 2004.
    • (2004) Int. J. Comput. Vis. , vol.60 , Issue.2 , pp. 91-110
    • Lowe, D.1
  • 16
    • 50649115912 scopus 로고    scopus 로고
    • Learning the discriminative power-invariance trade-off
    • Rio de Janeiro, Brazil
    • M. Varma and D. Ray, "Learning the discriminative power-invariance trade-off," in Proc. IEEE Int. Conf. Comput. Vis., Rio de Janeiro, Brazil, 2007, pp. 1-8.
    • (2007) Proc. IEEE Int. Conf. Comput. Vis. , pp. 1-8
    • Varma, M.1    Ray, D.2
  • 17
    • 77952494909 scopus 로고    scopus 로고
    • Group-sensitive multiple kernel learning for object categorization
    • Kyoto, Japan
    • J. Yang, Y. Li, Y. Tian, L. Duan, and W. Gao, "Group-sensitive multiple kernel learning for object categorization," in Proc. IEEE Int. Conf. Comput. Vis., Kyoto, Japan, 2009, pp. 436-443.
    • (2009) Proc. IEEE Int. Conf. Comput. Vis. , pp. 436-443
    • Yang, J.1    Li, Y.2    Tian, Y.3    Duan, L.4    Gao, W.5
  • 18
  • 19
    • 80052908096 scopus 로고    scopus 로고
    • Action recognition using context and appearance distribution features
    • Providence, RI, USA
    • X. Wu, D. Xu, L. Duan, and J. Luo, "Action recognition using context and appearance distribution features," in Proc. IEEE Conf. Comput. Vis. Pattern Recognit., Providence, RI, USA, 2011, pp. 489-496.
    • (2011) Proc. IEEE Conf. Comput. Vis. Pattern Recognit. , pp. 489-496
    • Wu, X.1    Xu, D.2    Duan, L.3    Luo, J.4
  • 20
    • 34948904828 scopus 로고    scopus 로고
    • Caltech-256 object category dataset
    • Pasadena, CA, USA, Tech. Rep. CNS-TR-2007-001
    • G. Griffin, A. Holub, and P. Perona, "Caltech-256 object category dataset," California Instit. Technol., Pasadena, CA, USA, Tech. Rep. CNS-TR-2007-001, 2007.
    • (2007) California Instit. Technol.
    • Griffin, G.1    Holub, A.2    Perona, P.3
  • 21
    • 84932617705 scopus 로고    scopus 로고
    • Learning generative visual models from few training examples: An incremental Bayesian approach tested on 101 object categories
    • F.-F. Li, R. Fergus, and P. Perona, "Learning generative visual models from few training examples: An incremental Bayesian approach tested on 101 object categories," in Proc. IEEE Conf. Comput. Vis. Pattern Recognit., 2004, pp. 59-70.
    • (2004) Proc. IEEE Conf. Comput. Vis. Pattern Recognit. , pp. 59-70
    • Li, F.-F.1    Fergus, R.2    Perona, P.3
  • 22
    • 84867882770 scopus 로고    scopus 로고
    • Beyond spatial pyramids: A new feature extraction framework with dense spatial sampling for image classification
    • Florence, Italy
    • S. Yan, X. Xu, D. Xu, S. Li, and X. Li, "Beyond spatial pyramids: A new feature extraction framework with dense spatial sampling for image classification," in Proc. ECCV, Florence, Italy, 2012, pp. 473-487.
    • (2012) Proc. ECCV , pp. 473-487
    • Yan, S.1    Xu, X.2    Xu, D.3    Li, S.4    Li, X.5
  • 23
    • 77953226691 scopus 로고    scopus 로고
    • Beyond the Euclidean distance: Creating effective visual codebooks using the histogram intersection kernel
    • Kyoto, Japan
    • J. Wu and J. M. Rehg, "Beyond the Euclidean distance: Creating effective visual codebooks using the histogram intersection kernel," in Proc. IEEE Int. Conf. Comput. Vis., Kyoto, Japan, 2009, pp. 630-637.
    • (2009) Proc. IEEE Int. Conf. Comput. Vis. , pp. 630-637
    • Wu, J.1    Rehg, J.M.2
  • 25
    • 78149344615 scopus 로고    scopus 로고
    • Image classification using super-vector coding of local image descriptors
    • Heraklion, Greece
    • X. Zhou, K. Yu, T. Zhang, and T. S. Huang, "Image classification using super-vector coding of local image descriptors," in Proc. Euro. Conf. Comput. Vis., Heraklion, Greece, 2010, pp. 141-154.
    • (2010) Proc. Euro. Conf. Comput. Vis. , pp. 141-154
    • Zhou, X.1    Yu, K.2    Zhang, T.3    Huang, T.S.4
  • 26
    • 78149308464 scopus 로고    scopus 로고
    • Efficient highly over-complete sparse coding using a mixture model
    • Heraklion, Greece
    • J. Yang, K. Yu, and T. S. Huang, "Efficient highly over-complete sparse coding using a mixture model," in Proc. ECCV, Heraklion, Greece, 2010, pp. 113-126.
    • (2010) Proc. ECCV , pp. 113-126
    • Yang, J.1    Yu, K.2    Huang, T.S.3
  • 27
    • 78149348137 scopus 로고    scopus 로고
    • Improving the fisher kernel for large-scale image classification
    • Heraklion, Greece
    • F. Perronnin, J. Sánchez, and T. Mensink, "Improving the fisher kernel for large-scale image classification," in Proc. ECCV, Heraklion, Greece, 2010, pp. 143-156.
    • (2010) Proc. ECCV , pp. 143-156
    • Perronnin, F.1    Sánchez, J.2    Mensink, T.3
  • 29
    • 84866666373 scopus 로고    scopus 로고
    • Beyond spatial pyramids: Receptive field learning for pooling image features
    • Providence, RI, USA
    • Y. Jia, C. Huang, and T. Darrell, "Beyond spatial pyramids: Receptive field learning for pooling image features," in Proc. IEEE Conf. Comput. Vis. Pattern Recognit., Providence, RI, USA, 2012, pp. 3370-3377.
    • (2012) Proc. IEEE Conf. Comput. Vis. Pattern Recognit. , pp. 3370-3377
    • Jia, Y.1    Huang, C.2    Darrell, T.3
  • 30
    • 80052875476 scopus 로고    scopus 로고
    • Discriminative affine sparse codes for image classification
    • Providence, RI, USA
    • N. Kulkarni and B. Li, "Discriminative affine sparse codes for image classification," in Proc. IEEE Conf. Comput. Vis. Pattern Recognit., Providence, RI, USA, 2011, pp. 1609-1616.
    • (2011) Proc. IEEE Conf. Comput. Vis. Pattern Recognit. , pp. 1609-1616
    • Kulkarni, N.1    Li, B.2
  • 31
  • 32
    • 50649101132 scopus 로고    scopus 로고
    • Image classification using random forests and ferns
    • Rio de Janeiro, Brazil
    • A. Bosch, A. Zisserman, and X. Munoz, "Image classification using random forests and ferns," in Proc. IEEE Int. Conf. Comput. Vis., Rio de Janeiro, Brazil, 2007, pp. 1-8.
    • (2007) Proc. IEEE Int. Conf. Comput. Vis. , pp. 1-8
    • Bosch, A.1    Zisserman, A.2    Munoz, X.3
  • 33
    • 40449097466 scopus 로고    scopus 로고
    • Multilevel image coding with hyperfeatures
    • Jun.
    • A. Agarwal and B. Triggs, "Multilevel image coding with hyperfeatures," Int. J. Comput. Vis., vol. 78, no. 1, pp. 15-27, Jun. 2008.
    • (2008) Int. J. Comput. Vis. , vol.78 , Issue.1 , pp. 15-27
    • Agarwal, A.1    Triggs, B.2
  • 34
    • 77955993558 scopus 로고    scopus 로고
    • Learning a hierarchy of discriminative space-time neighborhood features for human action recognition
    • San Francisco, CA, USA
    • A. Kovashka and K. Grauman, "Learning a hierarchy of discriminative space-time neighborhood features for human action recognition," in Proc. IEEE Conf. Comput. Vis. Pattern Recognit., San Francisco, CA, USA, 2010, pp. 2046-2053.
    • (2010) Proc. IEEE Conf. Comput. Vis. Pattern Recognit. , pp. 2046-2053
    • Kovashka, A.1    Grauman, K.2
  • 35
    • 85162513516 scopus 로고    scopus 로고
    • Object bank: A highlevel image representation for scene classification & semantic feature sparsification
    • L.-J. Li, H. Su, E. P. Xing, and L. Fei-Fei, "Object bank: A highlevel image representation for scene classification & semantic feature sparsification," in Proc. NIPS, 2010, pp. 1378-1386.
    • (2010) Proc. NIPS , pp. 1378-1386
    • Li, L.-J.1    Su, H.2    Xing, E.P.3    Fei-Fei, L.4
  • 36
    • 78149355981 scopus 로고    scopus 로고
    • Efficient object category recognition using classemes
    • L. Torresani, M. Szummer, and A. Fitzgibbon, "Efficient object category recognition using classemes," in Proc. ECCV, 2010, pp. 776-789.
    • (2010) Proc. ECCV , pp. 776-789
    • Torresani, L.1    Szummer, M.2    Fitzgibbon, A.3
  • 37
    • 84856687353 scopus 로고    scopus 로고
    • Visual word disambiguation by semantic contexts
    • Barcelona, Spain
    • Y. Su and F. Jurie, "Visual word disambiguation by semantic contexts," in Proc. IEEE Int. Conf. Comput. Vis., Barcelona, Spain, 2011, pp. 311-318.
    • (2011) Proc. IEEE Int. Conf. Comput. Vis. , pp. 311-318
    • Su, Y.1    Jurie, F.2
  • 38
    • 84856655843 scopus 로고    scopus 로고
    • A graph-matching kernel for object categorization
    • Barcelona, Spain
    • O. Duchenne, A. Joulin, and J. Ponce, "A graph-matching kernel for object categorization," in Proc. IEEE Int. Conf. Comput. Vis., Barcelona, Spain, 2011, pp. 1792-1799.
    • (2011) Proc. IEEE Int. Conf. Comput. Vis. , pp. 1792-1799
    • Duchenne, O.1    Joulin, A.2    Ponce, J.3
  • 40
    • 85067032737 scopus 로고    scopus 로고
    • On feature combination for multiclass object classification
    • Kyoto, Japan
    • P. Gehler and S. Nowozin, "On feature combination for multiclass object classification," in Proc. IEEE Int. Conf. Comput. Vis., Kyoto, Japan, 2009, pp. 221-228.
    • (2009) Proc. IEEE Int. Conf. Comput. Vis. , pp. 221-228
    • Gehler, P.1    Nowozin, S.2
  • 41
    • 78149331496 scopus 로고    scopus 로고
    • Efficient match kernels between sets of features for visual recognition
    • L. Bo and C. Sminchisescu, "Efficient match kernels between sets of features for visual recognition," in Proc. NIPS, 2009, pp. 135-143.
    • (2009) Proc. NIPS , pp. 135-143
    • Bo, L.1    Sminchisescu, C.2
  • 42
    • 84865579385 scopus 로고    scopus 로고
    • Visual event recognition in videos by learning from web data
    • Dec.
    • L. Duan, D. Xu, I. W.-H. Tsang, and J. Luo, "Visual event recognition in videos by learning from web data," IEEE Trans. Pattern Anal. Mach. Intell., vol. 34, no. 9, pp. 1667-1680, Dec. 2012.
    • (2012) IEEE Trans. Pattern Anal. Mach. Intell. , vol.34 , Issue.9 , pp. 1667-1680
    • Duan, L.1    Xu, D.2    Tsang, I.W.-H.3    Luo, J.4
  • 43
    • 84864132051 scopus 로고    scopus 로고
    • Tag-based image retrieval improved by augmented features and group-based refinement
    • Aug.
    • L. Chen, D. Xu, I. W. Tsang, and J. Luo, "Tag-based image retrieval improved by augmented features and group-based refinement," IEEE Trans. Multimedia, vol. 14, no. 4, pp. 1057-1067, Aug. 2012.
    • (2012) IEEE Trans. Multimedia , vol.14 , Issue.4 , pp. 1057-1067
    • Chen, L.1    Xu, D.2    Tsang, I.W.3    Luo, J.4
  • 46
    • 77955996870 scopus 로고    scopus 로고
    • Locality-constrained linear coding for image classification
    • San Francisco, CA, USA
    • J. Wang et al., "Locality-constrained linear coding for image classification," in Proc. IEEE Conf. Comput. Vis. Pattern Recognit., San Francisco, CA, USA, 2010, pp. 3360-3367.
    • (2010) Proc. IEEE Conf. Comput. Vis. Pattern Recognit. , pp. 3360-3367
    • Wang, J.1
  • 48
    • 0036647193 scopus 로고    scopus 로고
    • Multiresolution gray-scale and rotation invariant texture classification with local binary patterns
    • Jul.
    • T. Ojala, M. Pietikainen, and T. Maenpaa, "Multiresolution gray-scale and rotation invariant texture classification with local binary patterns," IEEE Trans. Pattern Anal. Mach. Intell., vol. 24, no. 7, pp. 971-987, Jul. 2002.
    • (2002) IEEE Trans. Pattern Anal. Mach. Intell. , vol.24 , Issue.7 , pp. 971-987
    • Ojala, T.1    Pietikainen, M.2    Maenpaa, T.3
  • 49
    • 84874033513 scopus 로고    scopus 로고
    • Handling ambiguity via input-output kernel learning
    • Brussels, Belgium
    • X. Xu, I. W. Tsang, and D. Xu, "Handling ambiguity via input-output kernel learning," in Proc. ICDM, Brussels, Belgium, 2012, pp. 725-734.
    • (2012) Proc. ICDM , pp. 725-734
    • Xu, X.1    Tsang, I.W.2    Xu, D.3
  • 50
    • 79955702502 scopus 로고    scopus 로고
    • LIBSVM: A library for support vector machines
    • Apr.
    • C.-C. Chang and C.-J. Lin, "LIBSVM: A library for support vector machines," ACM Trans. Intell. Syst. Tech., vol. 2, no. 3, Apr. 2011.
    • (2011) ACM Trans. Intell. Syst. Tech. , vol.2 , Issue.3
    • Chang, C.-C.1    Lin, C.-J.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.