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Volumn 114, Issue 2-3, 2015, Pages 288-305

Generalized Dictionaries for Multiple Instance Learning

Author keywords

Dictionary learning; Multiple instance learning; Object recognition; Pain detection; Sparse coding

Indexed keywords

ALGORITHMS; LEARNING SYSTEMS; OBJECT RECOGNITION;

EID: 84939564619     PISSN: 09205691     EISSN: 15731405     Source Type: Journal    
DOI: 10.1007/s11263-015-0831-z     Document Type: Article
Times cited : (31)

References (58)
  • 1
    • 33750383209 scopus 로고    scopus 로고
    • K -SVD: An algorithm for designing overcomplete dictionaries for sparse representation
    • Aharon, M., Elad, M., & Bruckstein, A. (2006). K -SVD: An algorithm for designing overcomplete dictionaries for sparse representation. IEEE Transactions on Signal Processing, 54(11), 4311–4322.
    • (2006) IEEE Transactions on Signal Processing , vol.54 , Issue.11 , pp. 4311-4322
    • Aharon, M.1    Elad, M.2    Bruckstein, A.3
  • 2
    • 84879815802 scopus 로고    scopus 로고
    • Multiple instance classification: Review, taxonomy and comparative study
    • Amores, J. (2013). Multiple instance classification: Review, taxonomy and comparative study. Artificial Intelligence, 201, 81–105.
    • (2013) Artificial Intelligence , vol.201 , pp. 81-105
    • Amores, J.1
  • 6
    • 70450188146 scopus 로고    scopus 로고
    • Babenko, B., Yang, M.H., & Belongie, S. (2009). Visual tracking with online multiple instance learning. In IEEE conference on computer vision and pattern recognition. Beijing: IEEE Press.
    • Babenko, B., Yang, M.H., & Belongie, S. (2009). Visual tracking with online multiple instance learning. In IEEE conference on computer vision and pattern recognition. Beijing: IEEE Press.
  • 7
    • 84939563211 scopus 로고    scopus 로고
    • Bunescu, R., & Mooney, R. (2007). Multiple instance learning for sparse positive bags. In Proceedings of the 24th annual international conference on machine learning. New York: ACM.
    • Bunescu, R., & Mooney, R. (2007). Multiple instance learning for sparse positive bags. In Proceedings of the 24th annual international conference on machine learning. New York: ACM.
  • 8
    • 77955989314 scopus 로고    scopus 로고
    • Cao, L., Liu, Z., & Huang, T. (2010). Cross-dataset action detection. In IEEE conference on computer vision and pattern recognition. Providence: IEEE Press.
    • Cao, L., Liu, Z., & Huang, T. (2010). Cross-dataset action detection. In IEEE conference on computer vision and pattern recognition. Providence: IEEE Press.
  • 9
    • 84863161940 scopus 로고    scopus 로고
    • Image categorization by learning and reasoning with regions
    • Chen, Y., & Wang, J. Z. (2004). Image categorization by learning and reasoning with regions. Journal of Machine Learning Research, 5, 913–939.
    • (2004) Journal of Machine Learning Research , vol.5 , pp. 913-939
    • Chen, Y.1    Wang, J.Z.2
  • 11
    • 84939574964 scopus 로고    scopus 로고
    • Csurka, G., Dance, C. R., Fan, L., Willamowski, J., & Bray, C. (2004). Visual categorization with bags of keypoints. In Workshop on statistical learning in computer vision. Prague: ECCV.
    • Csurka, G., Dance, C. R., Fan, L., Willamowski, J., & Bray, C. (2004). Visual categorization with bags of keypoints. In Workshop on statistical learning in computer vision. Prague: ECCV.
  • 12
    • 0030649484 scopus 로고    scopus 로고
    • Solving the multiple-instance problem with axis-parallel rectangles
    • Dietterich, T. G., & Lathrop, R. H. (1997). Solving the multiple-instance problem with axis-parallel rectangles. Artificial Intelligence, 89, 31–71.
    • (1997) Artificial Intelligence , vol.89 , pp. 31-71
    • Dietterich, T.G.1    Lathrop, R.H.2
  • 14
    • 84939564218 scopus 로고    scopus 로고
    • Galleguillos, C., Babenko, B., Rabinovich, A., & Belongie, S. (2008). Weakly supervised object localization with stable segmentations. In Proceedings of the 10th European conference on computer vision. New York: Springer.
    • Galleguillos, C., Babenko, B., Rabinovich, A., & Belongie, S. (2008). Weakly supervised object localization with stable segmentations. In Proceedings of the 10th European conference on computer vision. New York: Springer.
  • 15
    • 84939567581 scopus 로고    scopus 로고
    • Gao, S., Tsang, I.W., & Chia, L.T. (2010). Kernel sparse representation for image classification and face recognition. In Proceedings of the 11th European conference on computer vision. New York: Springer.
    • Gao, S., Tsang, I.W., & Chia, L.T. (2010). Kernel sparse representation for image classification and face recognition. In Proceedings of the 11th European conference on computer vision. New York: Springer.
  • 16
    • 84939570423 scopus 로고    scopus 로고
    • Gehler, P.V., & Chapelle, O. (2007). Deterministic annealing for multiple-instance learning. In Proceedings of the 11th international conference on artificial intelligence and statistics. New York: Springer.
    • Gehler, P.V., & Chapelle, O. (2007). Deterministic annealing for multiple-instance learning. In Proceedings of the 11th international conference on artificial intelligence and statistics. New York: Springer.
  • 17
    • 84939572984 scopus 로고    scopus 로고
    • Harandi, M., Sanderson, C., Hartley, R., & Lovell, B. (2012). Sparse coding and dictionary learning for symmetric positive definite matrices: A kernel approach. In Proceedings of the 12th European conference on computer vision. New York: Springer.
    • Harandi, M., Sanderson, C., Hartley, R., & Lovell, B. (2012). Sparse coding and dictionary learning for symmetric positive definite matrices: A kernel approach. In Proceedings of the 12th European conference on computer vision. New York: Springer.
  • 19
    • 84865001818 scopus 로고    scopus 로고
    • Huo, J., Gao, Y., Yang, W., & Yin, H. (2012). Abnormal event detection via multi-instance dictionary learning. In International conference on intelligent data engineering and automated learning, Natal.
    • Huo, J., Gao, Y., Yang, W., & Yin, H. (2012). Abnormal event detection via multi-instance dictionary learning. In International conference on intelligent data engineering and automated learning, Natal.
  • 20
    • 80052901219 scopus 로고    scopus 로고
    • Jiang, Z., Lin, Z., & Davis, L.S. (2011). Learning a discriminative dictionary for sparse coding via label consistent K-SVD. In IEEE conference on computer vision and pattern recognition. Providence: IEEE Press.
    • Jiang, Z., Lin, Z., & Davis, L.S. (2011). Learning a discriminative dictionary for sparse coding via label consistent K-SVD. In IEEE conference on computer vision and pattern recognition. Providence: IEEE Press.
  • 21
    • 47649089615 scopus 로고    scopus 로고
    • Semantic coding by supervised dimensionality reduction
    • Kokiopoulou, E., & Frossard, P. (2008). Semantic coding by supervised dimensionality reduction. IEEE Transactions on Multimedia, 10(5), 806–818.
    • (2008) IEEE Transactions on Multimedia , vol.10 , Issue.5 , pp. 806-818
    • Kokiopoulou, E.1    Frossard, P.2
  • 22
    • 51949083365 scopus 로고    scopus 로고
    • Laptev, I., Marszalek, M., Schmid, C., & Rozenfeld, B. (2008). Learning realistic human actions from movies. In IEEE conference on computer vision and pattern recognition. New York: IEEE Press.
    • Laptev, I., Marszalek, M., Schmid, C., & Rozenfeld, B. (2008). Learning realistic human actions from movies. In IEEE conference on computer vision and pattern recognition. New York: IEEE Press.
  • 23
    • 84939569049 scopus 로고    scopus 로고
    • Leistner, C., Safari, A., & Bischof, H. (2010). MIForests: Multiple-instance learning with randomized trees. In Proceedings of the 11th European conference on computer vision. New York: Springer.
    • Leistner, C., Safari, A., & Bischof, H. (2010). MIForests: Multiple-instance learning with randomized trees. In Proceedings of the 11th European conference on computer vision. New York: Springer.
  • 24
    • 84863060486 scopus 로고    scopus 로고
    • Leung, T., Song, Y., & Zhang, J. (2011). Handling label noise in video classification via multiple instance learning. In IEEE international conference on computer vision. New York: IEEE Press.
    • Leung, T., Song, Y., & Zhang, J. (2011). Handling label noise in video classification via multiple instance learning. In IEEE international conference on computer vision. New York: IEEE Press.
  • 25
    • 84939565328 scopus 로고    scopus 로고
    • Lucey, P., Howlett, J., Cohn, J.F., Lucey, S., Sridharan, S., & Ambadar, Z. (2008). Improving pain recognition through better utilization of temporal information. In International conference on auditory-visual speech processing. New York: ACM Press.
    • Lucey, P., Howlett, J., Cohn, J.F., Lucey, S., Sridharan, S., & Ambadar, Z. (2008). Improving pain recognition through better utilization of temporal information. In International conference on auditory-visual speech processing. New York: ACM Press.
  • 26
    • 79958704183 scopus 로고    scopus 로고
    • Lucey, P., Cohn, J., Prkachin, K., Solomon, P., & Matthews, I. (2011). Painful data: The UNBC-McMaster shoulder pain expression archive database. In International conference on automatic face gesture recognition and workshops, Los Alamitos.
    • Lucey, P., Cohn, J., Prkachin, K., Solomon, P., & Matthews, I. (2011). Painful data: The UNBC-McMaster shoulder pain expression archive database. In International conference on automatic face gesture recognition and workshops, Los Alamitos.
  • 27
    • 71149119964 scopus 로고    scopus 로고
    • Mairal, J., Bach, F., Ponce, J., & Sapiro, G. (2009). Online dictionary learning for sparse coding. In Proceedings of the 26th annual international conference on machine learning. New York: ACM Press.
    • Mairal, J., Bach, F., Ponce, J., & Sapiro, G. (2009). Online dictionary learning for sparse coding. In Proceedings of the 26th annual international conference on machine learning. New York: ACM Press.
  • 29
    • 84898935332 scopus 로고    scopus 로고
    • Maron, O., & Pérez, T. (1998). A Framework for multiple-instance learning. In Advances in neural information processing systems. Cambridge: MIT Press.
    • Maron, O., & Pérez, T. (1998). A Framework for multiple-instance learning. In Advances in neural information processing systems. Cambridge: MIT Press.
  • 31
    • 84867590733 scopus 로고    scopus 로고
    • Nguyen, H.V., Patel, V.M., Nasrabadi, N.M., & Chellappa, R. (2012a). Kernel dictionary learning. In IEEE international conference on acoustics, speech, and signal processing. Kyoto: IEEE Press.
    • Nguyen, H.V., Patel, V.M., Nasrabadi, N.M., & Chellappa, R. (2012a). Kernel dictionary learning. In IEEE international conference on acoustics, speech, and signal processing. Kyoto: IEEE Press.
  • 32
    • 84939566369 scopus 로고    scopus 로고
    • Nguyen, H.V., Patel, V.M., Nasrabadi, N.M., & Chellappa, R. (2012b). Sparse embedding: A framework for sparsity promoting dimensionality reduction. In Proceedings of the 12th European conference on computer vision. New York: Springer.
    • Nguyen, H.V., Patel, V.M., Nasrabadi, N.M., & Chellappa, R. (2012b). Sparse embedding: A framework for sparsity promoting dimensionality reduction. In Proceedings of the 12th European conference on computer vision. New York: Springer.
  • 34
    • 0030779611 scopus 로고    scopus 로고
    • Sparse coding with an overcomplete basis set: A strategy employed by v1
    • Olshausen, B. A., & Fieldt, D. J. (1997). Sparse coding with an overcomplete basis set: A strategy employed by v1. Vision Research, 37, 3311–3325.
    • (1997) Vision Research , vol.37 , pp. 3311-3325
    • Olshausen, B.A.1    Fieldt, D.J.2
  • 35
    • 84862851996 scopus 로고    scopus 로고
    • Patel, V.M., & Chellappa, R. (2011). Sparse representations, compressive sensing and dictionaries for pattern recognition. In Asian conference on pattern recognition. New York: IEEE Press.
    • Patel, V.M., & Chellappa, R. (2011). Sparse representations, compressive sensing and dictionaries for pattern recognition. In Asian conference on pattern recognition. New York: IEEE Press.
  • 37
    • 0032137907 scopus 로고    scopus 로고
    • Matching pursuit filters applied to face identification
    • Phillips, P. (1998). Matching pursuit filters applied to face identification. IEEE Transactions on Image Processing, 7(8), 1150–1164.
    • (1998) IEEE Transactions on Image Processing , vol.7 , Issue.8 , pp. 1150-1164
    • Phillips, P.1
  • 39
    • 31844448950 scopus 로고    scopus 로고
    • Ray, S., & Craven, M. (2005). Supervised versus multiple instance learning: An empirical comparison. In Proceedings of the 22nd annual international conference on machine learning. New York: ACM Press.
    • Ray, S., & Craven, M. (2005). Supervised versus multiple instance learning: An empirical comparison. In Proceedings of the 22nd annual international conference on machine learning. New York: ACM Press.
  • 41
    • 77952714665 scopus 로고    scopus 로고
    • Dictionaries for sparse representation modeling
    • Rubinstein, R., Bruckstein, A. M., & Elad, M. (2010). Dictionaries for sparse representation modeling. Proceedings of the IEEE, 98(6), 1045–1057.
    • (2010) Proceedings of the IEEE , vol.98 , Issue.6 , pp. 1045-1057
    • Rubinstein, R.1    Bruckstein, A.M.2    Elad, M.3
  • 42
    • 84939565291 scopus 로고    scopus 로고
    • Schmidt, M., Fung, G., & Rosales, R. (2007). Fast optimization methods for l1 regularization: A comparative study and two new approaches. In Proceedings of 18th European conference on machine learning. New York: Springer.
    • Schmidt, M., Fung, G., & Rosales, R. (2007). Fast optimization methods for l1 regularization: A comparative study and two new approaches. In Proceedings of 18th European conference on machine learning. New York: Springer.
  • 45
    • 84939564076 scopus 로고    scopus 로고
    • Shrivastava, A., Nguyen, H.V., Patel, V.M., & Chellappa, R. (2012). Design of non-linear discriminative dictionaries for image classification. In 11th Asian conference on computer vision. New York: Springer.
    • Shrivastava, A., Nguyen, H.V., Patel, V.M., & Chellappa, R. (2012). Design of non-linear discriminative dictionaries for image classification. In 11th Asian conference on computer vision. New York: Springer.
  • 46
    • 84903184768 scopus 로고    scopus 로고
    • Multiple kernel learning for sparse representation-based classification
    • Shrivastava, A., Patel, V. M., & Chellappa, R. (2014a). Multiple kernel learning for sparse representation-based classification. IEEE Transactions on Image Processing, 23(7), 3013–3024.
    • (2014) IEEE Transactions on Image Processing , vol.23 , Issue.7 , pp. 3013-3024
    • Shrivastava, A.1    Patel, V.M.2    Chellappa, R.3
  • 47
    • 84949927475 scopus 로고    scopus 로고
    • Shrivastava, A., Pillai, J.K., Patel, V.M., & Chellappa, R. (2014b). Dictionary-based multiple instance learning. In IEEE international conference on image processing. Orlando: IEEE Press.
    • Shrivastava, A., Pillai, J.K., Patel, V.M., & Chellappa, R. (2014b). Dictionary-based multiple instance learning. In IEEE international conference on image processing. Orlando: IEEE Press.
  • 48
    • 84881511003 scopus 로고    scopus 로고
    • Sikka, K., Dhall, A., & Bartlett, M. (2013). Weakly supervised pain localization using multiple instance learning. In IEEE international conference and workshops on automatic face and gesture recognition.
    • Sikka, K., Dhall, A., & Bartlett, M. (2013). Weakly supervised pain localization using multiple instance learning. In IEEE international conference and workshops on automatic face and gesture recognition.
  • 49
    • 84939565654 scopus 로고    scopus 로고
    • Song, H.O., Zickler, S., Althoff, T., Girshick, R., Fritz, M., Geyer, C., Felzenszwalb, P., & Darrell, T. (2012). Sparselet models for efficient multiclass object detection. In Proceedings of the 12th European conference on computer vision. New York: Springer.
    • Song, H.O., Zickler, S., Althoff, T., Girshick, R., Fritz, M., Geyer, C., Felzenszwalb, P., & Darrell, T. (2012). Sparselet models for efficient multiclass object detection. In Proceedings of the 12th European conference on computer vision. New York: Springer.
  • 50
    • 84864049528 scopus 로고    scopus 로고
    • Viola, P. A., Platt, J. C., & Zhang, C. (2005). Multiple instance boosting for object detection. In Advances in neural information processing systems. Cambridge: MIT Press.
    • Viola, P. A., Platt, J. C., & Zhang, C. (2005). Multiple instance boosting for object detection. In Advances in neural information processing systems. Cambridge: MIT Press.
  • 51
    • 56449086489 scopus 로고    scopus 로고
    • Wang, H.Y., Yang, Q., & Zha, H. (2008). Adaptive p-posterior mixture-model kernels for multiple instance learning. In Proceedings of the 25th annual international conference on machine learning. New York: ACM Press.
    • Wang, H.Y., Yang, Q., & Zha, H. (2008). Adaptive p-posterior mixture-model kernels for multiple instance learning. In Proceedings of the 25th annual international conference on machine learning. New York: ACM Press.
  • 52
    • 84897567827 scopus 로고    scopus 로고
    • Wang, X., Wang, B., Bai, X., Liu, W., & Tu, Z. (2013). Max-margin multiple-instance dictionary learning. In Proceedings of the 30th annual international conference on machine learning. New York: ACM Press.
    • Wang, X., Wang, B., Bai, X., Liu, W., & Tu, Z. (2013). Max-margin multiple-instance dictionary learning. In Proceedings of the 30th annual international conference on machine learning. New York: ACM Press.
  • 53
    • 77952717202 scopus 로고    scopus 로고
    • Sparse representation for computer vision and pattern recognition
    • Wright, J., Ma, Y., Mairal, J., Sapiro, G., Huang, T., & Yan, S. (2010). Sparse representation for computer vision and pattern recognition. Proceedings of the IEEE, 98(6), 1031–1044.
    • (2010) Proceedings of the IEEE , vol.98 , Issue.6 , pp. 1031-1044
    • Wright, J.1    Ma, Y.2    Mairal, J.3    Sapiro, G.4    Huang, T.5    Yan, S.6
  • 54
    • 84863011935 scopus 로고    scopus 로고
    • Yang, M., Zhang, L., Feng, X., & Zhang, D. (2011). Fisher discrimination dictionary learning for sparse representation. In IEEE conference on computer vision and pattern recognition. New York: IEEE Press.
    • Yang, M., Zhang, L., Feng, X., & Zhang, D. (2011). Fisher discrimination dictionary learning for sparse representation. In IEEE conference on computer vision and pattern recognition. New York: IEEE Press.
  • 56
    • 84939562457 scopus 로고    scopus 로고
    • Zhang, Q., & Goldman, S. A. (2001). EM-DD: An improved multiple-instance learning technique. In Advances in neural information processing systems. Cambridge: MIT Press.
    • Zhang, Q., & Goldman, S. A. (2001). EM-DD: An improved multiple-instance learning technique. In Advances in neural information processing systems. Cambridge: MIT Press.
  • 57
    • 77955998411 scopus 로고    scopus 로고
    • Zhang, Q., & Li, B. (2010). Discriminative K-SVD for dictionary learning in face recognition. In IEEE conference on computer vision and pattern recognition. San Francisco: IEEE Press.
    • Zhang, Q., & Li, B. (2010). Discriminative K-SVD for dictionary learning in face recognition. In IEEE conference on computer vision and pattern recognition. San Francisco: IEEE Press.
  • 58
    • 33745609124 scopus 로고    scopus 로고
    • Multiple instance learning: A survey. Technical Report
    • Zhou, Z.H. (2004). Multiple instance learning: A survey. Technical Report, Nanjing University.
    • (2004) Nanjing University
    • Zhou, Z.H.1


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