메뉴 건너뛰기




Volumn 25, Issue 1, 2016, Pages 414-427

Large margin multi-modal multi-task feature extraction for image classification

Author keywords

Feature extraction; Image classification; Large margin; Multi modal; Multi task

Indexed keywords

EXTRACTION; FEATURE EXTRACTION; IMAGE CLASSIFICATION; IMAGE PROCESSING;

EID: 85009436124     PISSN: 10577149     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIP.2015.2495116     Document Type: Article
Times cited : (102)

References (50)
  • 1
    • 84872258670 scopus 로고    scopus 로고
    • Manifold regularized multitask learning for semi-supervised multilabel image classification
    • Feb.
    • Y. Luo, D. Tao, B. Geng, C. Xu, and S. J. Maybank, "Manifold regularized multitask learning for semi-supervised multilabel image classification, " IEEE Trans. Image Process., vol. 22, no. 2, pp. 523-536, Feb. 2013.
    • (2013) IEEE Trans. Image Process. , vol.22 , Issue.2 , pp. 523-536
    • Luo, Y.1    Tao, D.2    Geng, B.3    Xu, C.4    Maybank, S.J.5
  • 2
    • 84905040895 scopus 로고    scopus 로고
    • Decomposition-based transfer distance metric learning for image classification
    • Sep.
    • Y Luo, T. Liu, D. Tao, and C. Xu, "Decomposition-based transfer distance metric learning for image classification, " IEEE Trans. Image Process., vol. 23, no. 9, pp. 3789-3801, Sep. 2014.
    • (2014) IEEE Trans. Image Process. , vol.23 , Issue.9 , pp. 3789-3801
    • Luo, Y.1    Liu, T.2    Tao, D.3    Xu, C.4
  • 3
    • 84926428948 scopus 로고    scopus 로고
    • Structured sparse priors for image classification
    • Jun.
    • U. Srinivas, Y. Suo, M. Dao, V. Monga, and T. D. Tran, "Structured sparse priors for image classification, " IEEE Trans. Image Process., vol. 24, no. 6, pp. 1763-1776, Jun. 2015.
    • (2015) IEEE Trans. Image Process. , vol.24 , Issue.6 , pp. 1763-1776
    • Srinivas, U.1    Suo, Y.2    Dao, M.3    Monga, V.4    Tran, T.D.5
  • 4
    • 0035328421 scopus 로고    scopus 로고
    • Modeling the shape of the scene: A holistic representation of the spatial envelope
    • A. Oliva and A. Torralba, "Modeling the shape of the scene: A holistic representation of the spatial envelope, " Int. J. Comput. Vis., vol. 42, no. 3, pp. 145-175, 2001.
    • (2001) Int. J. Comput. Vis. , vol.42 , Issue.3 , pp. 145-175
    • Oliva, A.1    Torralba, A.2
  • 5
    • 3042535216 scopus 로고    scopus 로고
    • Distinctive image features from scale-invariant keypoints
    • D. G. Lowe, "Distinctive image features from scale-invariant keypoints, " Int. J. Comput. Vis., vol. 60, no. 2, pp. 91-110, 2004.
    • (2004) Int. J. Comput. Vis. , vol.60 , Issue.2 , pp. 91-110
    • Lowe, D.G.1
  • 8
    • 85135939782 scopus 로고    scopus 로고
    • Efficient and robust feature selection via joint I2 1-norms minimization
    • F. Nie, H. Huang, X. Cai, and C. H. Ding, "Efficient and robust feature selection via joint I2 1-norms minimization, " in Proc. Adv. Neural Inf. Process. Syst., 2010, pp. 1813-1821.
    • (2010) Proc. Adv. Neural Inf. Process. Syst. , pp. 1813-1821
    • Nie, F.1    Huang, H.2    Cai, X.3    Ding, C.H.4
  • 9
  • 10
    • 77956531771 scopus 로고    scopus 로고
    • From transformation-based dimensionality reduction to feature selection
    • M. Masaeli, J. G. Dy, and G. M. Fung, "From transformation-based dimensionality reduction to feature selection, " in Proc. 27th Int. Conf. Mach. Learn., 2010, pp. 751-758.
    • (2010) Proc. 27th Int. Conf. Mach. Learn. , pp. 751-758
    • Masaeli, M.1    Dy, J.G.2    Fung, G.M.3
  • 11
    • 0002709342 scopus 로고    scopus 로고
    • Feature selection via concave minimization and support vector machines
    • P. S. Bradley and O. L. Mangasarian, "Feature selection via concave minimization and support vector machines, " in Proc. 15th Int. Conf. Mach. Learn., 1998, pp. 82-90.
    • (1998) Proc. 15th Int. Conf. Mach. Learn. , pp. 82-90
    • Bradley, P.S.1    Mangasarian, O.L.2
  • 15
    • 84881041271 scopus 로고    scopus 로고
    • L2, 1-norm regularized discriminative feature selection for unsupervised learning
    • Y. Yang, H. T. Shen, Z. Ma, Z. Huang, and X. Zhou, "l2, 1-norm regularized discriminative feature selection for unsupervised learning, " in Proc. Int. Joint Conf. Artif. Intell., 2011, pp. 1589-1594.
    • (2011) Proc. Int. Joint Conf. Artif. Intell. , pp. 1589-1594
    • Yang, Y.1    Shen, H.T.2    Ma, Z.3    Huang, Z.4    Zhou, X.5
  • 16
    • 84913530663 scopus 로고    scopus 로고
    • Unsupervised feature selection for multi-view data in social media
    • J. Tang, X. Hu, H. Gao, and H. Liu, "Unsupervised feature selection for multi-view data in social media, " in Proc. SIAM Int. Conf. Data Mining, 2013, pp. 270-278.
    • (2013) Proc. SIAM Int. Conf. Data Mining , pp. 270-278
    • Tang, J.1    Hu, X.2    Gao, H.3    Liu, H.4
  • 17
    • 34548583274 scopus 로고    scopus 로고
    • A tutorial on spectral clustering
    • U. von Luxburg, "A tutorial on spectral clustering, " Statist. Comput., vol. 17, no. 4, pp. 395-416, 2007.
    • (2007) Statist. Comput. , vol.17 , Issue.4 , pp. 395-416
    • Von Luxburg, U.1
  • 18
    • 84898806070 scopus 로고    scopus 로고
    • Multi-view clustering and feature learning via structured sparsity
    • H. Wang, F. Nie, and H. Huang, "Multi-view clustering and feature learning via structured sparsity, " in Proc. 30th Int. Conf. Mach. Learn., 2013, pp. 352-360.
    • (2013) Proc. 30th Int. Conf. Mach. Learn. , pp. 352-360
    • Wang, H.1    Nie, F.2    Huang, H.3
  • 24
    • 84875878163 scopus 로고    scopus 로고
    • Discriminative least squares regression for multiclass classification and feature selection
    • Nov.
    • S. Xiang, F. Nie, G. Meng, C. Pan, and C. Zhang, "Discriminative least squares regression for multiclass classification and feature selection, " IEEE Trans. Neural Netw. Learn. Syst., vol. 23, no. 11, pp. 1738-1754, Nov. 2012.
    • (2012) IEEE Trans. Neural Netw. Learn. Syst. , vol.23 , Issue.11 , pp. 1738-1754
    • Xiang, S.1    Nie, F.2    Meng, G.3    Pan, C.4    Zhang, C.5
  • 25
    • 84901250680 scopus 로고    scopus 로고
    • Joint embedding learning and sparse regression: A framework for unsupervised feature selection
    • Jun.
    • C. Hou, F. Nie, X. Li, D. Yi, and Y. Wu, "Joint embedding learning and sparse regression: A framework for unsupervised feature selection, " IEEE Trans. Cybern., vol. 44, no. 6, pp. 793-804, Jun. 2014.
    • (2014) IEEE Trans. Cybern. , vol.44 , Issue.6 , pp. 793-804
    • Hou, C.1    Nie, F.2    Li, X.3    Yi, D.4    Wu, Y.5
  • 26
    • 84919898241 scopus 로고    scopus 로고
    • Discriminative shared Gaussian processes for multiview and view-invariant facial expression recognition
    • Jan.
    • S. Eleftheriadis, O. Rudovic, and M. Pantic, "Discriminative shared Gaussian processes for multiview and view-invariant facial expression recognition, " IEEE Trans. Image Process., vol. 24, no. 1, pp. 189-204, Jan. 2015.
    • (2015) IEEE Trans. Image Process. , vol.24 , Issue.1 , pp. 189-204
    • Eleftheriadis, S.1    Rudovic, O.2    Pantic, M.3
  • 27
    • 84921785456 scopus 로고    scopus 로고
    • Multimodal registration via mutual information incorporating geometric and spatial context
    • Feb.
    • J. Woo, M. Stone, and J. L. Prince, "Multimodal registration via mutual information incorporating geometric and spatial context, " IEEE Trans. Image Process., vol. 24, no. 2, pp. 757-769, Feb. 2015.
    • (2015) IEEE Trans. Image Process. , vol.24 , Issue.2 , pp. 757-769
    • Woo, J.1    Stone, M.2    Prince, J.L.3
  • 28
    • 84884922012 scopus 로고    scopus 로고
    • Multiview vectorvalued manifold regularization for multilabel image classification
    • May
    • Y. Luo, D. Tao, C. Xu, C. Xu, H. Liu, and Y. Wen, "Multiview vectorvalued manifold regularization for multilabel image classification, " IEEE Trans. Neural Netw. Learn. Syst., vol. 24, no. 5, pp. 709-722, May 2013.
    • (2013) IEEE Trans. Neural Netw. Learn. Syst. , vol.24 , Issue.5 , pp. 709-722
    • Luo, Y.1    Tao, D.2    Xu, C.3    Xu, C.4    Liu, H.5    Wen, Y.6
  • 29
  • 30
    • 84903120310 scopus 로고    scopus 로고
    • Group sparse multiview patch alignment framework with view consistency for image classification
    • Jul.
    • J. Gui, D. Tao, Z. Sun, Y. Luo, X. You, and Y. Y. Tang, "Group sparse multiview patch alignment framework with view consistency for image classification, " IEEE Trans. Image Process., vol. 23, no. 7, pp. 3126-3137, Jul. 2014.
    • (2014) IEEE Trans. Image Process. , vol.23 , Issue.7 , pp. 3126-3137
    • Gui, J.1    Tao, D.2    Sun, Z.3    Luo, Y.4    You, X.5    Tang, Y.Y.6
  • 31
    • 84929501512 scopus 로고    scopus 로고
    • Multiview matrix completion for multilabel image classification
    • Aug.
    • Y. Luo, T. Liu, D. Tao, and C. Xu, "Multiview matrix completion for multilabel image classification, " IEEE Trans. Image Process., vol. 24, no. 8, pp. 2355-2368, Aug. 2015.
    • (2015) IEEE Trans. Image Process. , vol.24 , Issue.8 , pp. 2355-2368
    • Luo, Y.1    Liu, T.2    Tao, D.3    Xu, C.4
  • 34
    • 79952712776 scopus 로고    scopus 로고
    • Learning multi-modal similarity
    • Feb.
    • B. McFee and G. Lanckriet, "Learning multi-modal similarity, " J. Mach. Learn. Res., vol. 12, pp. 491-523, Feb. 2011.
    • (2011) J. Mach. Learn. Res. , vol.12 , pp. 491-523
    • McFee, B.1    Lanckriet, G.2
  • 36
    • 10044285992 scopus 로고    scopus 로고
    • Canonical correlation analysis: An overview with application to learning methods
    • Dec.
    • D. R. Hardoon, S. Szedmak, and J. Shawe-Taylor, "Canonical correlation analysis: An overview with application to learning methods, " Neural Comput., vol. 16, no. 12, pp. 2639-2664, Dec. 2004.
    • (2004) Neural Comput. , vol.16 , Issue.12 , pp. 2639-2664
    • Hardoon, D.R.1    Szedmak, S.2    Shawe-Taylor, J.3
  • 41
    • 84962090090 scopus 로고    scopus 로고
    • Classification with noisy labels by importance reweighting
    • T. Liu and D. Tao, "Classification with noisy labels by importance reweighting, " IEEE Trans. Pattern Anal. Mach. Intell., doi: 10.1109/TPAMI.2015.2456899.
    • IEEE Trans. Pattern Anal. Mach. Intell
    • Liu, T.1    Tao, D.2
  • 42
    • 17444406259 scopus 로고    scopus 로고
    • Smooth minimization of non-smooth functions
    • Y. Nesterov, "Smooth minimization of non-smooth functions, " Math. Program., vol. 103, no. 1, pp. 127-152, 2005.
    • (2005) Math. Program. , vol.103 , Issue.1 , pp. 127-152
    • Nesterov, Y.1
  • 43
    • 84861164231 scopus 로고    scopus 로고
    • NeNMF: An optimal gradient method for nonnegative matrix factorization
    • Jun.
    • N. Guan, D. Tao, Z. Luo, and B. Yuan, "NeNMF: An optimal gradient method for nonnegative matrix factorization, " IEEE Trans. Signal Process., vol. 60, no. 6, pp. 2882-2898, Jun. 2012.
    • (2012) IEEE Trans. Signal Process. , vol.60 , Issue.6 , pp. 2882-2898
    • Guan, N.1    Tao, D.2    Luo, Z.3    Yuan, B.4
  • 44
    • 65649138430 scopus 로고    scopus 로고
    • A systematic analysis of performance measures for classification tasks
    • M. Sokolova and G. Lapalme, "A systematic analysis of performance measures for classification tasks, " Inf. Process. Manage., vol. 45, no. 4, pp. 427-437, 2009.
    • (2009) Inf. Process. Manage. , vol.45 , Issue.4 , pp. 427-437
    • Sokolova, M.1    Lapalme, G.2
  • 45
    • 40049103965 scopus 로고    scopus 로고
    • Dept. Statist. Actuarial Sci., Univ. Waterloo, Waterloo, ON, Canada, Working Paper 2004-09
    • M. Zhu, "Recall, precision and average precision, " Dept. Statist. Actuarial Sci., Univ. Waterloo, Waterloo, ON, Canada, Working Paper 2004-09, 2004.
    • (2004) Recall, Precision and Average Precision
    • Zhu, M.1
  • 48
    • 84923224316 scopus 로고    scopus 로고
    • Toward scalable systems for big data analytics: A technology tutorial
    • Jul.
    • H. Hu, Y. Wen, T.-S. Chua, and X. Li, "Toward scalable systems for big data analytics: A technology tutorial, " IEEE Access, vol. 2, pp. 652-687, Jul. 2014.
    • (2014) IEEE Access , vol.2 , pp. 652-687
    • Hu, H.1    Wen, Y.2    Chua, T.-S.3    Li, X.4
  • 49
    • 84900991960 scopus 로고    scopus 로고
    • Cloud mobile media: Reflections and outlook
    • Jun.
    • Y. Wen, X. Zhu, J. J. P. C. Rodrigues, and C. W. Chen, "Cloud mobile media: Reflections and outlook, " IEEE Trans. Multimedia, vol. 16, no. 4, pp. 885-902, Jun. 2014.
    • (2014) IEEE Trans. Multimedia , vol.16 , Issue.4 , pp. 885-902
    • Wen, Y.1    Zhu, X.2    Rodrigues, J.J.P.C.3    Chen, C.W.4
  • 50
    • 84937204690 scopus 로고    scopus 로고
    • Towards cost-efficient video transcoding in media cloud: Insights learned from user viewing patterns
    • Aug.
    • G. Gao, W. Zhang, Y. Wen, Z. Wang, and W. Zhu, "Towards cost-efficient video transcoding in media cloud: Insights learned from user viewing patterns, " IEEE Trans. Multimedia, vol. 17, no. 8, pp. 1286-1296, Aug. 2015.
    • (2015) IEEE Trans. Multimedia , vol.17 , Issue.8 , pp. 1286-1296
    • Gao, G.1    Zhang, W.2    Wen, Y.3    Wang, Z.4    Zhu, W.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.