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Volumn 24, Issue 10, 2015, Pages 3203-3217

Silhouette analysis for human action recognition based on supervised temporal t-SNE and incremental learning

Author keywords

Human action recognition; incremental learning; manifold learning; stochastic neighbor embedding

Indexed keywords

EMBEDDED SYSTEMS; MOTION ESTIMATION; STOCHASTIC SYSTEMS;

EID: 84932605504     PISSN: 10577149     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIP.2015.2441634     Document Type: Article
Times cited : (69)

References (55)
  • 1
    • 0042378381 scopus 로고    scopus 로고
    • Laplacian eigenmaps for dimensionality reduction and data representation
    • Jun.
    • M. Belkin and P. Niyogi, "Laplacian eigenmaps for dimensionality reduction and data representation," Neural Comput., vol. 15, no. 6, pp. 1373-1396, Jun. 2003.
    • (2003) Neural Comput. , vol.15 , Issue.6 , pp. 1373-1396
    • Belkin, M.1    Niyogi, P.2
  • 3
    • 38349001348 scopus 로고    scopus 로고
    • Human motion recognition using Isomap and dynamic time warping
    • Understand., Modeling, Capture Animation
    • J. Blackburn and E. Ribeiro, "Human motion recognition using Isomap and dynamic time warping," in Proc. 2nd Conf. Human Motion, Understand., Modeling, Capture Animation, 2007, pp. 285-298.
    • (2007) Proc. 2nd Conf. Human Motion , pp. 285-298
    • Blackburn, J.1    Ribeiro, E.2
  • 4
    • 0035279879 scopus 로고    scopus 로고
    • The recognition of human movement using temporal templates
    • Mar.
    • A. F. Bobick and J. W. Davis, "The recognition of human movement using temporal templates," IEEE Trans. Pattern Anal. Mach. Intell., vol. 23, no. 3, pp. 257-267, Mar. 2001.
    • (2001) IEEE Trans. Pattern Anal. Mach. Intell. , vol.23 , Issue.3 , pp. 257-267
    • Bobick, A.F.1    Davis, J.W.2
  • 5
    • 84932608254 scopus 로고    scopus 로고
    • On-line deep learning method for action recognition
    • Aug.
    • K. Charalampous and A. Gasteratos, "On-line deep learning method for action recognition," Pattern Anal. Appl., pp. 1-18, Aug. 2014.
    • (2014) Pattern Anal. Appl. , pp. 1-18
    • Charalampous, K.1    Gasteratos, A.2
  • 6
    • 84899934068 scopus 로고    scopus 로고
    • Silhouette analysis for human action recognition based on maximum spatio-temporal dissimilarity embedding
    • May
    • J. Cheng, H. Liu, and H. Li, "Silhouette analysis for human action recognition based on maximum spatio-temporal dissimilarity embedding," Mach. Vis. Appl., vol. 25, no. 4, pp. 1007-1018, May 2014.
    • (2014) Mach. Vis. Appl. , vol.25 , Issue.4 , pp. 1007-1018
    • Cheng, J.1    Liu, H.2    Li, H.3
  • 7
    • 33646855413 scopus 로고    scopus 로고
    • Flexible background mixture models for foreground segmentation
    • May
    • J. Cheng, J. Yang, Y. Zhou, and Y. Cui, "Flexible background mixture models for foreground segmentation," Image Vis. Comput., vol. 24, no. 5, pp. 473-482, May 2006.
    • (2006) Image Vis. Comput. , vol.24 , Issue.5 , pp. 473-482
    • Cheng, J.1    Yang, J.2    Zhou, Y.3    Cui, Y.4
  • 8
    • 84856381091 scopus 로고    scopus 로고
    • A Monte Carlo experiment to analyze the curse of dimensionality in estimating random coefficients models with a full variance-covariance matrix
    • Feb.
    • E. Cherchi and C. A. Guevara, "A Monte Carlo experiment to analyze the curse of dimensionality in estimating random coefficients models with a full variance-covariance matrix," Transp. Res. B, Methodol., vol. 46, no. 2, pp. 321-332, Feb. 2012.
    • (2012) Transp. Res. B, Methodol. , vol.46 , Issue.2 , pp. 321-332
    • Cherchi, E.1    Guevara, C.A.2
  • 15
    • 56149124617 scopus 로고    scopus 로고
    • A survey of content-based video retrieval
    • P. Geetha and V. Narayanan, "A survey of content-based video retrieval," J. Comput. Sci., vol. 4, no. 6, pp. 474-486, 2008.
    • (2008) J. Comput. Sci. , vol.4 , Issue.6 , pp. 474-486
    • Geetha, P.1    Narayanan, V.2
  • 21
    • 24944451092 scopus 로고    scopus 로고
    • On space-time interest points
    • Sep.
    • I. Laptev, "On space-time interest points," Int. J. Comput. Vis., vol. 64, nos. 2-3, pp. 107-123, Sep. 2005.
    • (2005) Int. J. Comput. Vis. , vol.64 , Issue.2-3 , pp. 107-123
    • Laptev, I.1
  • 22
    • 0024137490 scopus 로고
    • Increased rates of convergence through learning rate adaptation
    • R. A. Jacobs, "Increased rates of convergence through learning rate adaptation," Neural Netw., vol. 1, no. 4, pp. 295-307, 1988.
    • (1988) Neural Netw. , vol.1 , Issue.4 , pp. 295-307
    • Jacobs, R.A.1
  • 23
    • 36348956872 scopus 로고    scopus 로고
    • A spatio-temporal extension to Isomap nonlinear dimension reduction
    • O. C. Jenkins and M. J. Mataríc, "A spatio-temporal extension to Isomap nonlinear dimension reduction," in Proc. Int. ACM Conf. Mach. Learn., 2004, p. 56.
    • (2004) Proc. Int. ACM Conf. Mach. Learn. , pp. 56
    • Jenkins, O.C.1    Mataríc, M.J.2
  • 24
    • 51949102981 scopus 로고    scopus 로고
    • Human action recognition using local spatiotemporal discriminant embedding
    • Jun.
    • K. Jia and D.-Y. Yeung, "Human action recognition using local spatiotemporal discriminant embedding," in Proc. IEEE Conf. Comput. Vis. Pattern Recognit., Jun. 2008, pp. 1-8.
    • (2008) Proc. IEEE Conf. Comput. Vis. Pattern Recognit. , pp. 1-8
    • Jia, K.1    Yeung, D.-Y.2
  • 25
  • 26
    • 0033894474 scopus 로고    scopus 로고
    • A stochastic model of humanmachine interaction for learning dialog strategies
    • Jan.
    • E. Levin, R. Pieraccini, and W. Eckert, "A stochastic model of humanmachine interaction for learning dialog strategies," IEEE Trans. Speech Audio Process., vol. 8, no. 1, pp. 11-23, Jan. 2000.
    • (2000) IEEE Trans. Speech Audio Process. , vol.8 , Issue.1 , pp. 11-23
    • Levin, E.1    Pieraccini, R.2    Eckert, W.3
  • 28
    • 84906517939 scopus 로고    scopus 로고
    • Generalized background subtraction using superpixels with label integrated motion estimation
    • J. Lim and B. Han, "Generalized background subtraction using superpixels with label integrated motion estimation," in Proc. Eur. Conf. Comput. Vis., 2014, pp. 173-187.
    • (2014) Proc. Eur. Conf. Comput. Vis. , pp. 173-187
    • Lim, J.1    Han, B.2
  • 29
    • 56749178327 scopus 로고    scopus 로고
    • A pose-invariant descriptor for human detection and segmentation
    • Z. Lin and L. S. Davis, "A pose-invariant descriptor for human detection and segmentation," in Proc. Eur. Conf. Comput. Vis., 2008, pp. 423-436.
    • (2008) Proc. Eur. Conf. Comput. Vis. , pp. 423-436
    • Lin, Z.1    Davis, L.S.2
  • 30
    • 78149353400 scopus 로고    scopus 로고
    • Modeling temporal structure of decomposable motion segments for activity classification
    • J. C. Niebles, C.-W. Chen, and L. Fei-Fei, "Modeling temporal structure of decomposable motion segments for activity classification," in Proc. Eur. Conf. Comput. Vis., 2010, pp. 392-405.
    • (2010) Proc. Eur. Conf. Comput. Vis. , pp. 392-405
    • Niebles, J.C.1    Chen, C.-W.2    Fei-Fei, L.3
  • 31
    • 84962655990 scopus 로고    scopus 로고
    • Content-based video retrieval by integrating spatio-temporal and stochastic recognition of events
    • Jul.
    • M. Petkovic and W. Jonker, "Content-based video retrieval by integrating spatio-temporal and stochastic recognition of events," in Proc. IEEE Conf. Detect. Recognit. Events Video, Jul. 2001, pp. 75-82.
    • (2001) Proc. IEEE Conf. Detect. Recognit. Events Video , pp. 75-82
    • Petkovic, M.1    Jonker, W.2
  • 32
    • 77949275097 scopus 로고    scopus 로고
    • A survey on vision-based human action recognition
    • Jun.
    • R. Poppe, "A survey on vision-based human action recognition," Image Vis. Comput., vol. 28, no. 6, pp. 976-990, Jun. 2010.
    • (2010) Image Vis. Comput. , vol.28 , Issue.6 , pp. 976-990
    • Poppe, R.1
  • 34
    • 77950659705 scopus 로고    scopus 로고
    • Human shape-motion analysis in athletics videos for coarse to fine action/activity recognition using transferable belief model
    • E. Ramasso, C. Panagiotakis, M. Rombaut, D. Pellerin, and G. Tziritas, "Human shape-motion analysis in athletics videos for coarse to fine action/activity recognition using transferable belief model," Electron. Lett. Comput. Vis. Image Anal., vol. 7, no. 4, pp. 32-50, 2009.
    • (2009) Electron. Lett. Comput. Vis. Image Anal. , vol.7 , Issue.4 , pp. 32-50
    • Ramasso, E.1    Panagiotakis, C.2    Rombaut, M.3    Pellerin, D.4    Tziritas, G.5
  • 36
    • 0034704222 scopus 로고    scopus 로고
    • Nonlinear dimensionality reduction by locally linear embedding
    • S. T. Roweis and L. K. Saul, "Nonlinear dimensionality reduction by locally linear embedding," Science, vol. 290, no. 5500, pp. 2323-2326, 2000.
    • (2000) Science , vol.290 , Issue.5500 , pp. 2323-2326
    • Roweis, S.T.1    Saul, L.K.2
  • 39
    • 0034704229 scopus 로고    scopus 로고
    • A global geometric framework for nonlinear dimensionality reduction
    • J. B. Tenenbaum, V. de Silva, and J. C. Langford, "A global geometric framework for nonlinear dimensionality reduction," Science, vol. 290, no. 5500, pp. 2319-2323, 2000.
    • (2000) Science , vol.290 , Issue.5500 , pp. 2319-2323
    • Tenenbaum, J.B.1    De Silva, V.2    Langford, J.C.3
  • 40
    • 57249084011 scopus 로고    scopus 로고
    • Visualizing data using t-SNE
    • Nov.
    • L. van der Maaten and G. Hinton, "Visualizing data using t-SNE," J. Mach. Learn. Res., vol. 9, no. 11, pp. 2579-2605, Nov. 2008.
    • (2008) J. Mach. Learn. Res. , vol.9 , Issue.11 , pp. 2579-2605
    • Maaten Der L.Van1    Hinton, G.2
  • 41
    • 0346750541 scopus 로고    scopus 로고
    • Silhouette analysis-based gait recognition for human identification
    • Dec.
    • L. Wang, T. Tan, H. Ning, and W. Hu, "Silhouette analysis-based gait recognition for human identification," IEEE Trans. Pattern Anal. Mach. Intell., vol. 25, no. 12, pp. 1505-1518, Dec. 2003.
    • (2003) IEEE Trans. Pattern Anal. Mach. Intell. , vol.25 , Issue.12 , pp. 1505-1518
    • Wang, L.1    Tan, T.2    Ning, H.3    Hu, W.4
  • 42
    • 34249072476 scopus 로고    scopus 로고
    • Learning and matching of dynamic shape manifolds for human action recognition
    • Jun.
    • L. Wang and D. Suter, "Learning and matching of dynamic shape manifolds for human action recognition," IEEE Trans. Image Process., vol. 16, no. 6, pp. 1646-1661, Jun. 2007.
    • (2007) IEEE Trans. Image Process. , vol.16 , Issue.6 , pp. 1646-1661
    • Wang, L.1    Suter, D.2
  • 43
    • 41949121501 scopus 로고    scopus 로고
    • Visual learning and recognition of sequential data manifolds with applications to human movement analysis
    • May
    • L. Wang and D. Suter, "Visual learning and recognition of sequential data manifolds with applications to human movement analysis," Comput. Vis. Image Understand., vol. 110, no. 2, pp. 153-172, May 2008.
    • (2008) Comput. Vis. Image Understand. , vol.110 , Issue.2 , pp. 153-172
    • Wang, L.1    Suter, D.2
  • 45
    • 33750025833 scopus 로고    scopus 로고
    • Free viewpoint action recognition using motion history volumes
    • Nov./Dec.
    • D. Weinland, R. Ronfard, and E. Boyer, "Free viewpoint action recognition using motion history volumes," Comput. Vis. Image Understand., vol. 104, nos. 2-3, pp. 249-257, Nov./Dec. 2006.
    • (2006) Comput. Vis. Image Understand. , vol.104 , Issue.2-3 , pp. 249-257
    • Weinland, D.1    Ronfard, R.2    Boyer, E.3
  • 46
    • 0033285447 scopus 로고    scopus 로고
    • Segmentation using eigenvectors: A unifying view
    • Sep.
    • Y. Weiss, "Segmentation using eigenvectors: A unifying view," in Proc. 7th IEEE Int. Conf. Comput. Vis., vol. 2. Sep. 1999, pp. 975-982.
    • (1999) Proc. 7th IEEE Int. Conf. Comput. Vis. , vol.2 , pp. 975-982
    • Weiss, Y.1
  • 47
    • 80052939860 scopus 로고    scopus 로고
    • Stochastic neighbor projection on manifold for feature extraction
    • Oct.
    • S.Wu, M. Sun, and J. Yang, "Stochastic neighbor projection on manifold for feature extraction," Neurocomputing, vol. 74, no. 17, pp. 2780-2789, Oct. 2011.
    • (2011) Neurocomputing , vol.74 , Issue.17 , pp. 2780-2789
    • Wu, S.1    Sun, M.2    Yang, J.3
  • 49
    • 84906485549 scopus 로고    scopus 로고
    • Efficient joint segmentation, occlusion labeling, stereo and flow estimation
    • K. Yamaguchi, D. McAllester, and R. Urtasun, "Efficient joint segmentation, occlusion labeling, stereo and flow estimation," in Proc. Eur. Conf. Comput. Vis., 2014, pp. 756-771.
    • (2014) Proc. Eur. Conf. Comput. Vis. , pp. 756-771
    • Yamaguchi, K.1    McAllester, D.2    Urtasun, R.3
  • 50
    • 33947194180 scopus 로고    scopus 로고
    • Graph embedding and extensions: A general framework for dimensionality reduction
    • Jan.
    • S. Yan, D. Xu, B. Zhang, H.-J. Zhang, Q. Yang, and S. Lin, "Graph embedding and extensions: A general framework for dimensionality reduction," IEEE Trans. Pattern Anal. Mach. Intell., vol. 29, no. 1, pp. 40-51, Jan. 2007.
    • (2007) IEEE Trans. Pattern Anal. Mach. Intell. , vol.29 , Issue.1 , pp. 40-51
    • Yan, S.1    Xu, D.2    Zhang, B.3    Zhang, H.-J.4    Yang, Q.5    Lin, S.6
  • 53
    • 14544307975 scopus 로고    scopus 로고
    • Principal manifolds and nonlinear dimensionality reduction via tangent space alignment
    • Z. Zhang and H. Zha, "Principal manifolds and nonlinear dimensionality reduction via tangent space alignment," SIAM J. Sci. Comput., vol. 26, no. 1, pp. 313-338, 2004.
    • (2004) SIAM J. Sci. Comput. , vol.26 , Issue.1 , pp. 313-338
    • Zhang, Z.1    Zha, H.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.