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Volumn 27, Issue 4, 2013, Pages

Soft-assignment random-forest with an application to discriminative representation of human actions in videos

Author keywords

Human action detection; Random forest; Soft assignment; Spatio temporal interest points; Support vector machine

Indexed keywords

DEGREE OF UNCERTAINTY; DETECTION ACCURACY; DISCRIMINATIVE POWER; HUMAN ACTION DETECTIONS; RANDOM FORESTS; ROBUST APPROACHES; SOFT ASSIGNMENT; SPATIO-TEMPORAL INTEREST POINTS;

EID: 84881026318     PISSN: 02180014     EISSN: None     Source Type: Journal    
DOI: 10.1142/S0218001413500092     Document Type: Article
Times cited : (9)

References (41)
  • 1
    • 40449097466 scopus 로고    scopus 로고
    • Multilevel image coding with hyperfeatures
    • A. Agarwal and B. Triggs, Multilevel image coding with hyperfeatures, Int. J. Comput. Vis. 78(1) (2008) 15-27.
    • (2008) Int. J. Comput. Vis. , vol.78 , Issue.1 , pp. 15-27
    • Agarwal, A.1    Triggs, B.2
  • 4
    • 42449162318 scopus 로고    scopus 로고
    • Scene classification using a hybrid generative/discriminative approach
    • A. Bosch, A. Zisserman and X. Munoz, Scene classification using a hybrid generative/discriminative approach, IEEE Trans. Pattern Anal. Mach. Intell. 30(4) (2008) 712-727.
    • (2008) IEEE Trans. Pattern Anal. Mach. Intell. , vol.30 , Issue.4 , pp. 712-727
    • Bosch, A.1    Zisserman, A.2    Munoz, X.3
  • 7
    • 84874562278 scopus 로고    scopus 로고
    • Correlations between 48 human actions improve their performance
    • Tsukuba, Japan
    • G. J. Burghouts and K. Schutte, Correlations between 48 human actions improve their performance, Int. Conf. Pattern Recognition (Tsukuba, Japan, 2012), pp. 3515-3818.
    • (2012) Int. Conf. Pattern Recognition , pp. 3515-3818
    • Burghouts, G.J.1    Schutte, K.2
  • 8
    • 84885059182 scopus 로고    scopus 로고
    • Spatio-temporal layout of human actions for improved bag-of-words action detection
    • in press.
    • G. J. Burghouts and K. Schutte, Spatio-temporal layout of human actions for improved bag-of-words action detection, Pattern Recogn. Lett. (2013) in press.
    • (2013) Pattern Recogn. Lett.
    • Burghouts, G.J.1    Schutte, K.2
  • 9
    • 84894903023 scopus 로고    scopus 로고
    • Selection of negative samples and two-stage combination of multiple features for action detection in thousands of videos
    • in press.
    • G. J. Burghouts, K. Schutte, H. Bouma and R.J.M. den Hollander, Selection of negative samples and two-stage combination of multiple features for action detection in thousands of videos, Mach. Vis. Appl. (2013) in press.
    • (2013) Mach. Vis. Appl.
    • Burghouts, G.J.1    Schutte, K.2    Bouma, H.3    Den Hollander, R.J.M.4
  • 12
    • 84862649818 scopus 로고    scopus 로고
    • Learning sparse representations for human action recognition
    • T. Guha and R. K. Ward, 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
  • 13
    • 70450202741 scopus 로고    scopus 로고
    • Understanding videos, constructing plots: Learning a visually grounded storyline model from annotated videos
    • (Miami, USA
    • A. Gupta, P. Srinivasan, J. Shi and L. S. Davis, Understanding videos, constructing plots: learning a visually grounded storyline model from annotated videos, Int. Conf. Computer Vision and Pattern Recognition (Miami, USA, 2009), pp. 2012-2019.
    • (2009) Int. Conf. Computer Vision and Pattern Recognition , pp. 2012-2019
    • Gupta, A.1    Srinivasan, P.2    Shi, J.3    Davis, L.S.4
  • 15
    • 33845536164 scopus 로고    scopus 로고
    • The class imbalance problem: A systematic study
    • N. Japkowicz and S. Stephen, The class imbalance problem: A systematic study, Intell. Data Anal 6(5) (2002) 429-449.
    • (2002) Intell. Data Anal , vol.6 , Issue.5 , pp. 429-449
    • Japkowicz, N.1    Stephen, S.2
  • 16
    • 36849003521 scopus 로고    scopus 로고
    • Towards optimal bag-of-features for object categorization and semantic video retrieval
    • (Amsterdam, The Netherlands
    • Y.-G. Jiang, C.-W. Ngo and J. Yang, Towards optimal bag-of-features for object categorization and semantic video retrieval, Int. Conf. Image and Video Retrieval (Amsterdam, The Netherlands, 2007), pp. 494-501.
    • (2007) Int. Conf. Image and Video Retrieval , pp. 494-501
    • Jiang, Y.-G.1    Ngo, C.-W.2    Yang, J.3
  • 18
    • 33745934686 scopus 로고    scopus 로고
    • Creating efficient codebooks for visual recognition
    • (Beijing, China
    • F. Jurie and B. Triggs, Creating efficient codebooks for visual recognition, Int. Conf. Computer Vision (Beijing, China, 2005), pp. 604-610.
    • (2005) Int. Conf. Computer Vision , pp. 604-610
    • Jurie, F.1    Triggs, B.2
  • 19
    • 24944451092 scopus 로고    scopus 로고
    • On space-time interest points
    • I. Laptev, On space-time interest points, Int. J. Comput. Vis. 64(2-3) (2005) 107-123.
    • (2005) Int. J. Comput. Vis , vol.64 , Issue.2-3 , pp. 107-123
    • Laptev, I.1
  • 21
    • 33845572523 scopus 로고    scopus 로고
    • Beyond bags of features: Spatial pyramid matching for recognizing natural scene categories
    • (New York, USA
    • S. Lazebnik, C. Schmid and J. Ponce, Beyond bags of features: Spatial pyramid matching for recognizing natural scene categories, Int. Conf. Computer Vision and Pattern Recognition (New York, USA, 2006), pp. 2169-2178.
    • (2006) Int. Conf. Computer Vision and Pattern Recognition , pp. 2169-2178
    • Lazebnik, S.1    Schmid, C.2    Ponce, J.3
  • 23
    • 34948911156 scopus 로고    scopus 로고
    • Randomized clustering forests for building fast and discriminative visual vocabularies
    • F. Moosmann, B. Triggs and F. Jurie, Randomized clustering forests for building fast and discriminative visual vocabularies, Neural Inf. Process. Syst. 6 (2006).
    • (2006) Neural Inf. Process. Syst , vol.6
    • Moosmann, F.1    Triggs, B.2    Jurie, F.3
  • 24
    • 45349097640 scopus 로고    scopus 로고
    • Universal and adapted vocabularies for generic visual categorization
    • F. Perronnin, Universal and adapted vocabularies for generic visual categorization, IEEE Trans. Pattern Anal. Mach. Intell. 30(7) (2008) 1243-1256.
    • (2008) IEEE Trans. Pattern Anal. Mach. Intell , vol.30 , Issue.7 , pp. 1243-1256
    • Perronnin, F.1
  • 26
    • 84856688144 scopus 로고    scopus 로고
    • Human activity prediction: Early recognition of ongoing activities from streaming videos
    • Barcelona, Spain
    • M. S. Ryoo, Human activity prediction: Early recognition of ongoing activities from streaming videos, Int. Conf. Computer Vision (Barcelona, Spain, 2011), pp. 1036-1043.
    • (2011) Int. Conf. Computer Vision , pp. 1036-1043
    • Ryoo, M.S.1
  • 29
    • 10044233701 scopus 로고    scopus 로고
    • Recognizing human actions: A local SVM approach
    • (Cambridge, UK
    • C. Schuldt, I. Laptev and B. Caputo, Recognizing human actions: A local SVM approach, Int. Conf. Pattern Recognition (Cambridge, UK, 2004), pp. 32-36.
    • (2004) Int. Conf. Pattern Recognition , pp. 32-36
    • Schuldt, C.1    Laptev, I.2    Caputo, B.3
  • 31
    • 0345414182 scopus 로고    scopus 로고
    • Video google: A text retrieval approach to object matching in videos
    • (Nice, France
    • J. Sivic and A. Zisserman, Video google: A text retrieval approach to object matching in videos, Int. Conf. Computer Vision (Nice, France, 2003), pp. 1470-1477.
    • (2003) Int. Conf. Computer Vision , pp. 1470-1477
    • Sivic, J.1    Zisserman, A.2
  • 32
    • 50649101051 scopus 로고    scopus 로고
    • Vector quantizing feature space with a regular lattice
    • (Rio de Janeiro, Brazil
    • T. Tuytelaars and C. Schmid, Vector quantizing feature space with a regular lattice, Int. Conf. Computer Vision (Rio de Janeiro, Brazil, 2007), pp. 1-8.
    • (2007) Int. Conf. Computer Vision , pp. 1-8
    • Tuytelaars, T.1    Schmid, C.2
  • 33
    • 84855359559 scopus 로고    scopus 로고
    • The visual extent of an object suppose we know the object locations
    • J. R. R. Uijlings, A. W. M. Smeulders and R. J. H. Scha, The visual extent of an object suppose we know the object locations, Int. J. Comput. Vis. 96(1) (2012) 46-63.
    • (2012) Int. J. Comput. Vis , vol.96 , Issue.1 , pp. 46-63
    • Uijlings, J.R.R.1    Smeulders, A.W.M.2    Scha, R.J.H.3
  • 39
    • 50649108934 scopus 로고    scopus 로고
    • Action recognition from arbitrary views using 3D exemplars
    • (Rio de Janeiro, Brazil
    • D. Weinland, E. Boyer and R. Ronfard, Action recognition from arbitrary views using 3D exemplars, IEEE Conf. Computer Vision (Rio de Janeiro, Brazil, 2007), pp. 1-8.
    • (2007) IEEE Conf. Computer Vision , pp. 1-8
    • Weinland, D.1    Boyer, E.2    Ronfard, R.3
  • 40
  • 41
    • 33846580425 scopus 로고    scopus 로고
    • Local features and kernels for classification of texture and object categories: A comprehensive study
    • J. Zhang, M. Marszalek, S. Lazebnik and C. Schmid, Local features and kernels for classification of texture and object categories: A comprehensive study, Int. J. Comput. Vis. 73(2) (2007) 213-238.
    • (2007) Int. J. Comput. Vis , vol.73 , Issue.2 , pp. 213-238
    • Zhang, J.1    Marszalek, M.2    Lazebnik, S.3    Schmid, C.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.