메뉴 건너뛰기




Volumn 60, Issue , 2017, Pages 4-21

Going deeper into action recognition: A survey

Author keywords

Deep networks; Human action recognition; Motion recognition; Survey

Indexed keywords

IMAGE RECOGNITION; IMAGE SEGMENTATION; MOTION ESTIMATION; OBJECT RECOGNITION; SECURITY SYSTEMS; SEMANTICS; SURVEYING; SURVEYS;

EID: 85013912362     PISSN: 02628856     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.imavis.2017.01.010     Document Type: Article
Times cited : (637)

References (161)
  • 1
    • 85015681977 scopus 로고    scopus 로고
    • Distributed Video Sensor Networks
    • Springer London London Ch. Motion Analysis: Past, Present and Future
    • [1] Aggarwal, J.K., Distributed Video Sensor Networks. 2011, Springer London, London, 27–39 Ch. Motion Analysis: Past, Present and Future.
    • (2011) , pp. 27-39
    • Aggarwal, J.K.1
  • 5
    • 0028392483 scopus 로고
    • Learning long-term dependencies with gradient descent is difficult
    • [5] Bengio, Y., Simard, P., Frasconi, P., Learning long-term dependencies with gradient descent is difficult. IEEE Trans. Neural Netw. 5:2 (1994), 157–166.
    • (1994) IEEE Trans. Neural Netw. , vol.5 , Issue.2 , pp. 157-166
    • Bengio, Y.1    Simard, P.2    Frasconi, P.3
  • 7
    • 0035279879 scopus 로고    scopus 로고
    • The recognition of human movement using temporal templates
    • [7] Bobick, A.F., Davis, J.W., The recognition of human movement using temporal templates. IEEE Trans. Pattern Anal. Mach. Intell. 23:3 (2001), 257–267.
    • (2001) IEEE Trans. Pattern Anal. Mach. Intell. , vol.23 , Issue.3 , pp. 257-267
    • Bobick, A.F.1    Davis, J.W.2
  • 8
    • 84886686429 scopus 로고    scopus 로고
    • Joint action segmentation and classification by an extended hidden Markov model
    • [8] Borzeshi, E.Z., Concha, O.P., Xu, R.Y.D., Piccardi, M., Joint action segmentation and classification by an extended hidden Markov model. IEEE Signal Process Lett. 20:12 (2013), 1207–1210.
    • (2013) IEEE Signal Process Lett. , vol.20 , Issue.12 , pp. 1207-1210
    • Borzeshi, E.Z.1    Concha, O.P.2    Xu, R.Y.D.3    Piccardi, M.4
  • 9
    • 31744440684 scopus 로고    scopus 로고
    • Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information
    • [9] Candès, E.J., Romberg, J., Tao, T., Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information. IEEE Trans. Inf. Theory 52:2 (2006), 489–509.
    • (2006) IEEE Trans. Inf. Theory , vol.52 , Issue.2 , pp. 489-509
    • Candès, E.J.1    Romberg, J.2    Tao, T.3
  • 11
    • 85015614393 scopus 로고    scopus 로고
    • Joint Recognition and Segmentation of Actions via Probabilistic Integration of Spatio-Temporal Fisher Vectors
    • CoRR abs/1602.01601
    • [11] Carvajal, J., McCool, C., Lovell, B.C., Sanderson, C., Joint Recognition and Segmentation of Actions via Probabilistic Integration of Spatio-Temporal Fisher Vectors. 2016 CoRR abs/1602.01601.
    • (2016)
    • Carvajal, J.1    McCool, C.2    Lovell, B.C.3    Sanderson, C.4
  • 13
    • 84861190873 scopus 로고    scopus 로고
    • A review on vision techniques applied to human behaviour analysis for ambient-assisted living
    • [13] Chaaraoui, A.A., Climent-Pérez, P., Flórez-Revuelta, F., A review on vision techniques applied to human behaviour analysis for ambient-assisted living. Expert Syst. Appl. 39:12 (2012), 10873–10888.
    • (2012) Expert Syst. Appl. , vol.39 , Issue.12 , pp. 10873-10888
    • Chaaraoui, A.A.1    Climent-Pérez, P.2    Flórez-Revuelta, F.3
  • 19
    • 84990031871 scopus 로고    scopus 로고
    • Sympathy for the details: dense trajectories and hybrid classification architectures for action recognition
    • [19] de Souza, C.R., Gaidon, A., Vig, E., López, A.M., Sympathy for the details: dense trajectories and hybrid classification architectures for action recognition. Proc. European Conference on Computer Vision (ECCV), 2016, 697–716.
    • (2016) Proc. European Conference on Computer Vision (ECCV) , pp. 697-716
    • de Souza, C.R.1    Gaidon, A.2    Vig, E.3    López, A.M.4
  • 23
    • 33645712892 scopus 로고    scopus 로고
    • Compressed sensing
    • [23] Donoho, D.L., Compressed sensing. IEEE Trans. Inf. Theory 52:4 (2006), 1289–1306.
    • (2006) IEEE Trans. Inf. Theory , vol.52 , Issue.4 , pp. 1289-1306
    • Donoho, D.L.1
  • 26
    • 84892329327 scopus 로고    scopus 로고
    • Sparse and Redundant Representations — From Theory to Applications in Signal and Image Processing
    • Springer
    • [26] Elad, M., Sparse and Redundant Representations — From Theory to Applications in Signal and Image Processing. 2010, Springer.
    • (2010)
    • Elad, M.1
  • 27
    • 84884541998 scopus 로고    scopus 로고
    • Sparse subspace clustering: algorithm, theory, and applications
    • [27] Elhamifar, E., Vidal, R., Sparse subspace clustering: algorithm, theory, and applications. IEEE Trans. Pattern Anal. Mach. Intell. 35:11 (2013), 2765–2781.
    • (2013) IEEE Trans. Pattern Anal. Mach. Intell. , vol.35 , Issue.11 , pp. 2765-2781
    • Elhamifar, E.1    Vidal, R.2
  • 32
    • 84998887168 scopus 로고    scopus 로고
    • Learning end-to-end video classification with rank-pooling
    • [32] Fernando, B., Gould, S., Learning end-to-end video classification with rank-pooling. ICML, 2016.
    • (2016) ICML
    • Fernando, B.1    Gould, S.2
  • 34
    • 84897461487 scopus 로고    scopus 로고
    • Activity representation with motion hierarchies
    • [34] Gaidon, A., Harchaoui, Z., Schmid, C., Activity representation with motion hierarchies. Int. J. Comput. Vis. 107:3 (2014), 219–238.
    • (2014) Int. J. Comput. Vis. , vol.107 , Issue.3 , pp. 219-238
    • Gaidon, A.1    Harchaoui, Z.2    Schmid, C.3
  • 35
    • 70349227947 scopus 로고    scopus 로고
    • The application of hidden Markov models in speech recognition
    • [35] Gales, M., Young, S., The application of hidden Markov models in speech recognition. Found. Trends Signal Process. 1:3 (2007), 195–304.
    • (2007) Found. Trends Signal Process. , vol.1 , Issue.3 , pp. 195-304
    • Gales, M.1    Young, S.2
  • 36
    • 85015679944 scopus 로고    scopus 로고
    • 1 2 Separate Visual Pathways for Perception and Action. Essential Sources in the Scientific Study of Consciousness
    • [36] Goodale, M.A., Milner, A.D., 1 2 Separate Visual Pathways for Perception and Action. Essential Sources in the Scientific Study of Consciousness. 2003, 175.
    • (2003) , pp. 175
    • Goodale, M.A.1    Milner, A.D.2
  • 39
    • 84862649818 scopus 로고    scopus 로고
    • Learning sparse representations for human action recognition
    • [39] Guha, T., Ward, R.K., Learning sparse representations for human action recognition. IEEE Trans. Pattern Anal. Mach. Intell. 34:8 (2012), 1576–1588.
    • (2012) IEEE Trans. Pattern Anal. Mach. Intell. , vol.34 , Issue.8 , pp. 1576-1588
    • Guha, T.1    Ward, R.K.2
  • 44
    • 0031573117 scopus 로고    scopus 로고
    • Long short-term memory
    • [44] Hochreiter, S., Schmidhuber, J., Long short-term memory. Neural Comput. 9:8 (1997), 1735–1780.
    • (1997) Neural Comput. , vol.9 , Issue.8 , pp. 1735-1780
    • Hochreiter, S.1    Schmidhuber, J.2
  • 45
    • 84902292428 scopus 로고    scopus 로고
    • Asymmetric and category invariant feature transformations for domain adaptation
    • [45] Hoffman, J., Rodner, E., Donahue, J., Kulis, B., Saenko, K., Asymmetric and category invariant feature transformations for domain adaptation. Int. J. Comput. Vis. 109:1–2 (2014), 28–41.
    • (2014) Int. J. Comput. Vis. , vol.109 , Issue.1-2 , pp. 28-41
    • Hoffman, J.1    Rodner, E.2    Donahue, J.3    Kulis, B.4    Saenko, K.5
  • 46
    • 0020968792 scopus 로고
    • Model-based vision: a program to see a walking person
    • [46] Hogg, D., Model-based vision: a program to see a walking person. Image Vision Comput. 1 (1983), 5–20.
    • (1983) Image Vision Comput. , vol.1 , pp. 5-20
    • Hogg, D.1
  • 52
    • 84870183903 scopus 로고    scopus 로고
    • 3D convolutional neural networks for human action recognition
    • [52] Ji, S., Xu, W., Yang, M., Yu, K., 3D convolutional neural networks for human action recognition. IEEE Trans. Pattern Anal. Mach. Intell. 35:1 (2013), 221–231.
    • (2013) IEEE Trans. Pattern Anal. Mach. Intell. , vol.35 , Issue.1 , pp. 221-231
    • Ji, S.1    Xu, W.2    Yang, M.3    Yu, K.4
  • 53
    • 84938629614 scopus 로고    scopus 로고
    • Human action recognition in unconstrained videos by explicit motion modeling
    • [53] Jiang, Y.G., Dai, Q., Liu, W., Xue, X., Ngo, C.W., Human action recognition in unconstrained videos by explicit motion modeling. IEEE Trans. Image Process. 24:11 (2015), 3781–3795.
    • (2015) IEEE Trans. Image Process. , vol.24 , Issue.11 , pp. 3781-3795
    • Jiang, Y.G.1    Dai, Q.2    Liu, W.3    Xue, X.4    Ngo, C.W.5
  • 58
    • 84898426452 scopus 로고    scopus 로고
    • A spatio-temporal descriptor based on 3D-gradients
    • [58] Kläser, A., MarszaÅek, M., Schmid, C., A spatio-temporal descriptor based on 3D-gradients. In BMVC08, 2008, 275:1-10.
    • (2008) In BMVC08 , pp. 2751-10
    • Kläser, A.1    MarszaÅek, M.2    Schmid, C.3
  • 63
    • 84929272905 scopus 로고    scopus 로고
    • High Performance Computing in Science and Engineering ‘12: Transactions of the High Performance Computing Center, Stuttgart (HLRS) 2012
    • Springer Berlin Heidelberg Ch. HMDB51: A Large Video Database for Human Motion Recognition
    • [63] Kuehne, H., Jhuang, H., Stiefelhagen, R., Serre, T., High Performance Computing in Science and Engineering ‘12: Transactions of the High Performance Computing Center, Stuttgart (HLRS) 2012. 2013, Springer, Berlin Heidelberg, 571–582 Ch. HMDB51: A Large Video Database for Human Motion Recognition.
    • (2013) , pp. 571-582
    • Kuehne, H.1    Jhuang, H.2    Stiefelhagen, R.3    Serre, T.4
  • 64
    • 0142192295 scopus 로고    scopus 로고
    • Conditional random fields: probabilistic models for segmenting and labeling sequence data
    • Morgan Kaufmann Publishers Inc. San Francisco, CA, USA
    • [64] Lafferty, J.D., McCallum, A., Pereira, F.C.N., Conditional random fields: probabilistic models for segmenting and labeling sequence data. Proc. Int. Conference on Machine Learning (ICML), ICML'01, 2001, Morgan Kaufmann Publishers Inc., San Francisco, CA, USA, 282–289.
    • (2001) Proc. Int. Conference on Machine Learning (ICML), ICML'01 , pp. 282-289
    • Lafferty, J.D.1    McCallum, A.2    Pereira, F.C.N.3
  • 66
    • 24944451092 scopus 로고    scopus 로고
    • On space–time interest points
    • [66] Laptev, I., On space–time interest points. Int. J. Comput. Vis. 64:2 (2005), 107–123.
    • (2005) Int. J. Comput. Vis. , vol.64 , Issue.2 , pp. 107-123
    • Laptev, I.1
  • 69
    • 0032203257 scopus 로고    scopus 로고
    • Gradient-based learning applied to document recognition
    • [69] Lecun, Y., Bottou, L., Bengio, Y., Haffner, P., Gradient-based learning applied to document recognition. Proc. IEEE 86:11 (1998), 2278–2324.
    • (1998) Proc. IEEE , vol.86 , Issue.11 , pp. 2278-2324
    • Lecun, Y.1    Bottou, L.2    Bengio, Y.3    Haffner, P.4
  • 73
    • 84990059379 scopus 로고    scopus 로고
    • Spatio-temporal LSTM with trust gates for 3D human action recognition
    • Springer International Publishing
    • [73] Liu, J., Shahroudy, A., Xu, D., Wang, G., Spatio-temporal LSTM with trust gates for 3D human action recognition. Proc. European Conference on Computer Vision (ECCV), 2016, Springer International Publishing, 816–833.
    • (2016) Proc. European Conference on Computer Vision (ECCV) , pp. 816-833
    • Liu, J.1    Shahroudy, A.2    Xu, D.3    Wang, G.4
  • 75
    • 39149089704 scopus 로고    scopus 로고
    • Sparse representation for color image restoration
    • [75] Mairal, J., Elad, M., Sapiro, G., Sparse representation for color image restoration. IEEE Trans. Image Process. (TIP) 17:1 (2008), 53–69.
    • (2008) IEEE Trans. Image Process. (TIP) , vol.17 , Issue.1 , pp. 53-69
    • Mairal, J.1    Elad, M.2    Sapiro, G.3
  • 76
    • 0020073967 scopus 로고
    • Representation and recognition of the movements of shapes
    • [76] Marr, D., Vaina, L., Representation and recognition of the movements of shapes. Proc. R. Soc. Lond. B Biol. Sci. 214:1197 (1982), 501–524.
    • (1982) Proc. R. Soc. Lond. B Biol. Sci. , vol.214 , Issue.1197 , pp. 501-524
    • Marr, D.1    Vaina, L.2
  • 78
    • 84990053441 scopus 로고    scopus 로고
    • Deep Multi-Scale Video Prediction Beyond Mean Square Error
    • CoRR
    • [78] Mathieu, M., Couprie, C., LeCun, Y., Deep Multi-Scale Video Prediction Beyond Mean Square Error. 2015, CoRR.
    • (2015)
    • Mathieu, M.1    Couprie, C.2    LeCun, Y.3
  • 80
    • 85121365374 scopus 로고    scopus 로고
    • Early results for named entity recognition with conditional random fields, feature induction and web-enhanced lexicons
    • Association for Computational Linguistics Stroudsburg, PA, USA
    • [80] McCallum, A., Li, W., Early results for named entity recognition with conditional random fields, feature induction and web-enhanced lexicons. Proceedings of the Seventh Conference on Natural Language Learning at HLT-NAACL 2003 - Volume 4, CONLL'03, 2003, Association for Computational Linguistics, Stroudsburg, PA, USA, 188–191.
    • (2003) Proceedings of the Seventh Conference on Natural Language Learning at HLT-NAACL 2003 - Volume 4, CONLL'03 , pp. 188-191
    • McCallum, A.1    Li, W.2
  • 82
    • 84886716503 scopus 로고    scopus 로고
    • A review of motion analysis methods for human nonverbal communication computing
    • [82] Metaxas, D., Zhang, S., A review of motion analysis methods for human nonverbal communication computing. Image Vision Comput. 31:6–7 (2013), 421–433.
    • (2013) Image Vision Comput. , vol.31 , Issue.6-7 , pp. 421-433
    • Metaxas, D.1    Zhang, S.2
  • 84
    • 85015698797 scopus 로고    scopus 로고
    • Unsupervised Learning Using Sequential Verification for Action Recognition
    • arXiv preprint arXiv:1603.08561
    • [84] Misra, I., Zitnick, C.L., Hebert, M., Unsupervised Learning Using Sequential Verification for Action Recognition. 2016 arXiv preprint arXiv:1603.08561.
    • (2016)
    • Misra, I.1    Zitnick, C.L.2    Hebert, M.3
  • 85
    • 33749990780 scopus 로고    scopus 로고
    • A survey of advances in vision-based human motion capture and analysis
    • [85] Moeslund, T.B., Granum, E., A survey of advances in vision-based human motion capture and analysis. Comput. Vis. Image Underst. 104:3 (2006), 90–127.
    • (2006) Comput. Vis. Image Underst. , vol.104 , Issue.3 , pp. 90-127
    • Moeslund, T.B.1    Granum, E.2
  • 90
    • 33745835368 scopus 로고    scopus 로고
    • Sampling strategies for bag-of-features image classification
    • Springer Berlin Heidelberg Berlin, Heidelberg
    • [90] Nowak, E., Jurie, F., Triggs, B., Sampling strategies for bag-of-features image classification. Proc. European Conference on Computer Vision (ECCV), 2006, Springer Berlin Heidelberg, Berlin, Heidelberg, 490–503.
    • (2006) Proc. European Conference on Computer Vision (ECCV) , pp. 490-503
    • Nowak, E.1    Jurie, F.2    Triggs, B.3
  • 91
    • 0036647193 scopus 로고    scopus 로고
    • Multiresolution gray-scale and rotation invariant texture classification with local binary patterns
    • [91] Ojala, T., Pietikainen, M., Maenpaa, T., Multiresolution gray-scale and rotation invariant texture classification with local binary patterns. IEEE Trans. Pattern Anal. Mach. Intell. 24:7 (2002), 971–987.
    • (2002) IEEE Trans. Pattern Anal. Mach. Intell. , vol.24 , Issue.7 , pp. 971-987
    • Ojala, T.1    Pietikainen, M.2    Maenpaa, T.3
  • 92
    • 0030779611 scopus 로고    scopus 로고
    • Sparse coding with an overcomplete basis set: a strategy employed by V1?
    • [92] Olshausen, B.A., Field, D.J., Sparse coding with an overcomplete basis set: a strategy employed by V1?. Vis. Res. 37:23 (1997), 3311–3325.
    • (1997) Vis. Res. , vol.37 , Issue.23 , pp. 3311-3325
    • Olshausen, B.A.1    Field, D.J.2
  • 95
    • 84906511738 scopus 로고    scopus 로고
    • Bag of Visual Words and Fusion Methods for Action Recognition: Comprehensive Study and Good Practice
    • CoRR abs/1405.4506
    • [95] Peng, X., Wang, L., Wang, X., Qiao, Y., Bag of Visual Words and Fusion Methods for Action Recognition: Comprehensive Study and Good Practice. 2014 CoRR abs/1405.4506.
    • (2014)
    • Peng, X.1    Wang, L.2    Wang, X.3    Qiao, Y.4
  • 98
    • 77949275097 scopus 로고    scopus 로고
    • A survey on vision-based human action recognition
    • [98] Poppe, R., A survey on vision-based human action recognition. Image Vision Comput. 28:6 (2010), 976–990.
    • (2010) Image Vision Comput. , vol.28 , Issue.6 , pp. 976-990
    • Poppe, R.1
  • 100
    • 0024610919 scopus 로고
    • A tutorial on hidden Markov models and selected applications in speech recognition
    • [100] Rabiner, L.R., A tutorial on hidden Markov models and selected applications in speech recognition. Proc. IEEE 77:2 (Feb. 1989), 257–286.
    • (1989) Proc. IEEE , vol.77 , Issue.2 , pp. 257-286
    • Rabiner, L.R.1
  • 103
    • 84965108042 scopus 로고    scopus 로고
    • Video (language) Modeling: A Baseline for Generative Models of Natural Videos
    • CoRR
    • [103] Ranzato, M., Szlam, A., Bruna, J., Mathieu, M., Collobert, R., Chopra, S., Video (language) Modeling: A Baseline for Generative Models of Natural Videos. 2014, CoRR.
    • (2014)
    • Ranzato, M.1    Szlam, A.2    Bruna, J.3    Mathieu, M.4    Collobert, R.5    Chopra, S.6
  • 104
    • 84879553900 scopus 로고    scopus 로고
    • Recognizing 50 human action categories of web videos
    • [104] Reddy, K.K., Shah, M., Recognizing 50 human action categories of web videos. Mach. Vis. Appl. 24:5 (2013), 971–981.
    • (2013) Mach. Vis. Appl. , vol.24 , Issue.5 , pp. 971-981
    • Reddy, K.K.1    Shah, M.2
  • 105
    • 0018015137 scopus 로고
    • Modeling by shortest data description
    • [105] Rissanen, J., Modeling by shortest data description. Automatica 14:5 (1978), 465–471.
    • (1978) Automatica , vol.14 , Issue.5 , pp. 465-471
    • Rissanen, J.1
  • 108
    • 0027928914 scopus 로고
    • Towards model-based recognition of human movements in image sequences
    • [108] Rohr, K., Towards model-based recognition of human movements in image sequences. CVGIP: Image Underst. 59:1 (Jan. 1994), 94–115.
    • (1994) CVGIP: Image Underst. , vol.59 , Issue.1 , pp. 94-115
    • Rohr, K.1
  • 114
    • 84901263896 scopus 로고    scopus 로고
    • Spatio-temporal Laplacian pyramid coding for action recognition
    • [114] Shao, L., Zhen, X., Tao, D., Li, X., Spatio-temporal Laplacian pyramid coding for action recognition. IEEE Trans. Cybern. 44:6 (2014), 817–827.
    • (2014) IEEE Trans. Cybern. , vol.44 , Issue.6 , pp. 817-827
    • Shao, L.1    Zhen, X.2    Tao, D.3    Li, X.4
  • 117
    • 84899639091 scopus 로고    scopus 로고
    • Action recognition using global spatio-temporal features derived from sparse representations
    • [117] Somasundaram, G., Cherian, A., Morellas, V., Papanikolopoulos, N., Action recognition using global spatio-temporal features derived from sparse representations. Comput. Vis. Image Underst. 123 (2014), 1–13.
    • (2014) Comput. Vis. Image Underst. , vol.123 , pp. 1-13
    • Somasundaram, G.1    Cherian, A.2    Morellas, V.3    Papanikolopoulos, N.4
  • 119
    • 84884955228 scopus 로고    scopus 로고
    • UCF101: A Dataset of 101 Human Actions Classes From Videos in the Wild
    • CoRR abs/1212.0402
    • [119] Soomro, K., Zamir, A.R., Shah, M., UCF101: A Dataset of 101 Human Actions Classes From Videos in the Wild. 2012 CoRR abs/1212.0402.
    • (2012)
    • Soomro, K.1    Zamir, A.R.2    Shah, M.3
  • 120
    • 84944082890 scopus 로고    scopus 로고
    • Unsupervised Learning of Video Representations Using LSTMs
    • CoRR
    • [120] Srivastava, N., Mansimov, E., Salakhutdinov, R., Unsupervised Learning of Video Representations Using LSTMs. 2015, CoRR.
    • (2015)
    • Srivastava, N.1    Mansimov, E.2    Salakhutdinov, R.3
  • 123
  • 129
  • 134
    • 50249124717 scopus 로고    scopus 로고
    • Pedestrian detection via classification on Riemannian manifolds
    • [134] Tuzel, O., Porikli, F., Meer, P., Pedestrian detection via classification on Riemannian manifolds. IEEE Trans. Pattern Anal. Mach. Intell. 30:10 (2008), 1713–1727.
    • (2008) IEEE Trans. Pattern Anal. Mach. Intell. , vol.30 , Issue.10 , pp. 1713-1727
    • Tuzel, O.1    Porikli, F.2    Meer, P.3
  • 136
    • 84990037381 scopus 로고    scopus 로고
    • Long-term temporal convolutions for action recognition
    • arXiv:1604.04494
    • [136] Varol, G., Laptev, I., Schmid, C., Long-term temporal convolutions for action recognition. 2016 arXiv:1604.04494.
    • (2016)
    • Varol, G.1    Laptev, I.2    Schmid, C.3
  • 139
    • 84890553932 scopus 로고    scopus 로고
    • A survey on activity recognition and behavior understanding in video surveillance
    • [139] Vishwakarma, S., Agrawal, A., A survey on activity recognition and behavior understanding in video surveillance. Vis. Comput. 29:10 (2013), 983–1009.
    • (2013) Vis. Comput. , vol.29 , Issue.10 , pp. 983-1009
    • Vishwakarma, S.1    Agrawal, A.2
  • 144
    • 84955300999 scopus 로고    scopus 로고
    • Towards Good Practices for Very Deep Two-Stream ConvNets
    • CoRR abs/1507.02159
    • [144] Wang, L., Xiong, Y., Wang, Z., Qiao, Y., Towards Good Practices for Very Deep Two-Stream ConvNets. 2015 CoRR abs/1507.02159.
    • (2015)
    • Wang, L.1    Xiong, Y.2    Wang, Z.3    Qiao, Y.4
  • 147
    • 79957467077 scopus 로고    scopus 로고
    • Hidden part models for human action recognition: probabilistic versus max margin
    • [147] Wang, Y., Mori, G., Hidden part models for human action recognition: probabilistic versus max margin. IEEE Trans. Pattern Anal. Mach. Intell. 33:7 (2011), 1310–1323.
    • (2011) IEEE Trans. Pattern Anal. Mach. Intell. , vol.33 , Issue.7 , pp. 1310-1323
    • Wang, Y.1    Mori, G.2
  • 148
    • 33750025833 scopus 로고    scopus 로고
    • Free viewpoint action recognition using motion history volumes
    • [148] Weinland, D., Ronfard, R., Boyer, E., Free viewpoint action recognition using motion history volumes. Comput. Vis. Image Underst. 104:23 (2006), 249–257.
    • (2006) Comput. Vis. Image Underst. , vol.104 , Issue.23 , pp. 249-257
    • Weinland, D.1    Ronfard, R.2    Boyer, E.3
  • 149
    • 78751648503 scopus 로고    scopus 로고
    • A survey of vision-based methods for action representation, segmentation and recognition
    • [149] Weinland, D., Ronfard, R., Boyer, E., A survey of vision-based methods for action representation, segmentation and recognition. Comput. Vis. Image Underst. 115:2 (2011), 224–241.
    • (2011) Comput. Vis. Image Underst. , vol.115 , Issue.2 , pp. 224-241
    • Weinland, D.1    Ronfard, R.2    Boyer, E.3
  • 153
    • 84990020516 scopus 로고    scopus 로고
    • Fusing Multi-Stream Deep Networks for Video Classification
    • CoRR
    • [153] Wu, Z., Jiang, Y., Wang, X., Ye, H., Xue, X., Wang, J., Fusing Multi-Stream Deep Networks for Video Classification. 2015, CoRR.
    • (2015)
    • Wu, Z.1    Jiang, Y.2    Wang, X.3    Ye, H.4    Xue, X.5    Wang, J.6
  • 160
    • 34247557079 scopus 로고    scopus 로고
    • Dynamic texture recognition using local binary patterns with an application to facial expressions
    • [160] Zhao, G., Pietikainen, M., Dynamic texture recognition using local binary patterns with an application to facial expressions. IEEE Trans. Pattern Anal. Mach. Intell. 29:6 (2007), 915–928.
    • (2007) IEEE Trans. Pattern Anal. Mach. Intell. , vol.29 , Issue.6 , pp. 915-928
    • Zhao, G.1    Pietikainen, M.2
  • 161
    • 79952503594 scopus 로고    scopus 로고
    • Sparse coding on local spatial–temporal volumes for human action recognition
    • Springer
    • [161] Zhu, Y., Zhao, X., Fu, Y., Liu, Y., Sparse coding on local spatial–temporal volumes for human action recognition. Proc. Asian Conference on Computer Vision (ACCV), 2011, Springer, 660–671.
    • (2011) Proc. Asian Conference on Computer Vision (ACCV) , pp. 660-671
    • Zhu, Y.1    Zhao, X.2    Fu, Y.3    Liu, Y.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.