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Volumn 15, Issue 3, 2015, Pages 5197-5227

Continuous human action recognition using depth-MHI-HOG and a spotter model

Author keywords

Action modeling; Action spotting; Continuous human action recognition; Depth MHI HOG (DMH); Hidden Markov model; Spotter model

Indexed keywords

GESTURE RECOGNITION; HIDDEN MARKOV MODELS; IMAGE RECOGNITION; MARKOV PROCESSES; POINT CONTACTS;

EID: 84928672305     PISSN: 14248220     EISSN: None     Source Type: Journal    
DOI: 10.3390/s150305197     Document Type: Article
Times cited : (34)

References (46)
  • 1
    • 84905269267 scopus 로고    scopus 로고
    • Medium duration modulation cepstral feature for robust speech recognition
    • Florence, Italy, 4–9 May
    • Mitra, V.; Franco, H.; Graciarena, M.; Vergyri, D. Medium duration modulation cepstral feature for robust speech recognition. In Proceedings of the IEEE ICASSP, Florence, Italy, 4–9 May 2014; pp. 1749–1753.
    • (2014) In Proceedings of the IEEE ICASSP , pp. 1749-1753
    • Mitra, V.1    Franco, H.2    Graciarena, M.3    Vergyri, D.4
  • 3
    • 84889571937 scopus 로고    scopus 로고
    • Hierarchical recognition scheme for human facial expression recognition systems
    • Siddiqi, M.H.; Lee, S.; Lee, Y.-K.; Khan, A.M.; Truc, P.T.H. Hierarchical recognition scheme for human facial expression recognition systems. Sensors 2013, 13, 16682–16713.
    • (2013) Sensors , vol.13 , pp. 16682-16713
    • Siddiqi, M.H.1    Lee, S.2    Lee, Y.-K.3    Khan, A.M.4    Truc, P.5
  • 5
    • 36048992886 scopus 로고    scopus 로고
    • General tensor discriminant analysis and gabor features for gait recognition
    • Tao, D.; Li, X.; Wu, X.; Maybank, S.J. General tensor discriminant analysis and gabor features for gait recognition. IEEE Trans. Pattern Anal. Mach. Intell. 2007, 29, 1700–1715.
    • (2007) IEEE Trans. Pattern Anal. Mach. Intell , vol.29 , pp. 1700-1715
    • Tao, D.1    Li, X.2    Wu, X.3    Maybank, S.J.4
  • 6
    • 84900473181 scopus 로고    scopus 로고
    • An Investigation on the Feasibility of Uncalibrated and Unconstrained Gaze Tracking for Human Assistive Applications by Using Head Pose Estimation
    • Cazzato, D.; Leo, M.; Distante, C. An Investigation on the Feasibility of Uncalibrated and Unconstrained Gaze Tracking for Human Assistive Applications by Using Head Pose Estimation. Sensors 2014, 14, 8363–8379.
    • (2014) Sensors , vol.14 , pp. 8363-8379
    • Cazzato, D.1    Leo, M.2    Distante, C.3
  • 7
    • 84880828099 scopus 로고    scopus 로고
    • Robust part-based hand gesture recognition using kinect sensor
    • Ren, Z.; Yuan, J.; Meng, J.; Zhang, Z. Robust part-based hand gesture recognition using kinect sensor. IEEE Trans. Multimed. 2013, 15, 1110–1120.
    • (2013) IEEE Trans. Multimed , vol.15 , pp. 1110-1120
    • Ren, Z.1    Yuan, J.2    Meng, J.3    Zhang, Z.4
  • 8
    • 84886422374 scopus 로고    scopus 로고
    • Recognizing expressions from face and body gesture by temporal normalized motion and appearance features
    • Chen, S.; Tian, Y.; Liu, Q.; Metaxas, D.N. Recognizing expressions from face and body gesture by temporal normalized motion and appearance features. Image Vis. Comput. 2013, 31, 175–185.
    • (2013) Image Vis. Comput , vol.31 , pp. 175-185
    • Chen, S.1    Tian, Y.2    Liu, Q.3    Metaxas, D.N.4
  • 9
    • 0242592241 scopus 로고    scopus 로고
    • Multi-sensor activity context detection for wearable computing
    • Veldhoven, The Netherlands, 3–4 November
    • Kern, N.; Schiele, B.; Schmidt, A. Multi-sensor activity context detection for wearable computing. In Proceedings of the First European Symposium (EUSAI 2003), Veldhoven, The Netherlands, 3–4 November 2003; pp. 220–232.
    • (2003) In Proceedings of the First European Symposium (EUSAI 2003) , pp. 220-232
    • Kern, N.1    Schiele, B.2    Schmidt, A.3
  • 10
    • 34250853453 scopus 로고    scopus 로고
    • Simultaneous gesture segmentation and recognition based on forward spotting accumulative HMMs
    • Kim, D.; Song, J.; Kim, D. Simultaneous gesture segmentation and recognition based on forward spotting accumulative HMMs. Pattern Recognit. 2007, 40, 3012–3026.
    • (2007) Pattern Recognit , vol.40 , pp. 3012-3026
    • Kim, D.1    Song, J.2    Kim, D.3
  • 11
    • 84881455497 scopus 로고    scopus 로고
    • Action Recognition Using Multilevel Features and Latent Structural SVM
    • Wu, X.; Xu, D.; Duan, L.; Luo, J.; Jia, Y. Action Recognition Using Multilevel Features and Latent Structural SVM. IEEE Trans. Circuits Syst. Video Techn. 2013, 23, 1422–1431.
    • (2013) IEEE Trans. Circuits Syst. Video Techn , vol.23 , pp. 1422-1431
    • Wu, X.1    Xu, D.2    Duan, L.3    Luo, J.4    Jia, Y.5
  • 12
    • 77949275097 scopus 로고    scopus 로고
    • A survey on vision-based human action recognition
    • Poppe, R. A survey on vision-based human action recognition. Image Vis. Comput. 2010, 28, 976–990.
    • (2010) Image Vis. Comput , vol.28 , pp. 976-990
    • Poppe, R.1
  • 14
    • 75449099590 scopus 로고    scopus 로고
    • Human activity recognition and pattern discovery
    • Kim, E.; Helal, S.; Cook, D. Human activity recognition and pattern discovery. IEEE Pervasive Comput. 2010, 9, 48–53.
    • (2010) IEEE Pervasive Comput , vol.9 , pp. 48-53
    • Kim, E.1    Helal, S.2    Cook, D.3
  • 17
    • 0035279879 scopus 로고    scopus 로고
    • The recognition of human movement using temporal templates
    • Bobick, A.F.; Davis, J.W. The recognition of human movement using temporal templates. IEEE Trans. Pattern Anal. Mach. Intell. 2001, 23, 257–267.
    • (2001) IEEE Trans. Pattern Anal. Mach. Intell , vol.23 , pp. 257-267
    • Bobick, A.F.1    Davis, J.W.2
  • 18
    • 0024610919 scopus 로고
    • A tutorial on hidden Markov models and selected applications in speech recognition
    • Rabiner, L. A tutorial on hidden Markov models and selected applications in speech recognition. IEEE Proc. 1989, 77, 257–286.
    • (1989) IEEE Proc , vol.77 , pp. 257-286
    • Rabiner, L.1
  • 19
    • 0003794294 scopus 로고    scopus 로고
    • Technical Report No. SPANN-96.1; Indian Institute of Technology: Bombay Powai, India, May
    • Dugad, R.; Desai, U. A Tutorial on Hidden Markov Models; Technical Report No. SPANN-96.1; Indian Institute of Technology: Bombay Powai, India, May 1996.
    • (1996) Tutorial on Hidden Markov Models
    • Dugad, R.1    Desai, U.A.2
  • 20
    • 34248363210 scopus 로고    scopus 로고
    • HMM based action recognition using oriented histograms of optical flow field
    • Li, X. HMM based action recognition using oriented histograms of optical flow field. Electron. Lett. 2007, 43, 560–561.
    • (2007) Electron. Lett , vol.43 , pp. 560-561
    • Li, X.1
  • 27
    • 84915770451 scopus 로고    scopus 로고
    • Learning actionlet ensemble for 3D human action recognition
    • Springer: Los Alamitos, CA, USA
    • Wang, J.; Liu, Z.; Wu, Y. Learning actionlet ensemble for 3D human action recognition. In Human Action Recognition with Depth Cameras; Springer: Los Alamitos, CA, USA, 2014; pp. 11–40.
    • (2014) In Human Action Recognition with Depth Cameras , pp. 11-40
    • Wang, J.1    Liu, Z.2    Wu, Y.3
  • 28
    • 55149112799 scopus 로고    scopus 로고
    • Expandable data-driven graphical modeling of human actions based on salient postures
    • Li, W.; Zhang, Z.; Liu, Z. Expandable data-driven graphical modeling of human actions based on salient postures. IEEE Trans. Circuits Syst. Video Technol. 2008, 18, 1499–1510.
    • (2008) IEEE Trans. Circuits Syst. Video Technol , vol.18 , pp. 1499-1510
    • Li, W.1    Zhang, Z.2    Liu, Z.3
  • 29
    • 0346750541 scopus 로고    scopus 로고
    • Silhouette analysis-based gait recognition for human identification
    • Wang, L.; Tan, T.; Ning, H.; Hu, W. Silhouette analysis-based gait recognition for human identification. IEEE Trans. Pattern Anal. Mach. Intell. 2003, 25, 1505–1518.
    • (2003) IEEE Trans. Pattern Anal. Mach. Intell , vol.25 , pp. 1505-1518
    • Wang, L.1    Tan, T.2    Ning, H.3    Hu, W.4
  • 31
    • 84867322105 scopus 로고    scopus 로고
    • Depth video-based human activity recognition system using translation and scaling invariant features for life logging at smart home
    • Jalal, A.; Uddin, M.Z.; Kim, T.-S. Depth video-based human activity recognition system using translation and scaling invariant features for life logging at smart home. IEEE Trans. Consum. Electron. 2012, 58, 863–871.
    • (2012) IEEE Trans. Consum. Electron , vol.58 , pp. 863-871
    • Jalal, A.1    Uddin, M.Z.2    Kim, T.-S.3
  • 32
    • 84859079067 scopus 로고    scopus 로고
    • Recognition of Human Home Activities via Depth Silhouettes and ℜ Transformation for Smart Homes
    • Jalal, A.; Uddin, M.Z.; Kim, J.T.; Kim, T.-S. Recognition of Human Home Activities via Depth Silhouettes and ℜ Transformation for Smart Homes. Indoor Built Environ. 2011, doi:10.1177/1420326X11423163.
    • (2011) Indoor Built Environ
    • Jalal, A.1    Uddin, M.Z.2    Kim, J.T.3    Kim, T.-S.4
  • 33
    • 84888343109 scopus 로고    scopus 로고
    • Keyword spotting for self-training of BLSTM NN based handwriting recognition systems
    • Frinken, V.; Fischer, A.; Baumgartner, M.; Bunke, H. Keyword spotting for self-training of BLSTM NN based handwriting recognition systems. Pattern Recognit. 2014, 47, 1073–1082.
    • (2014) Pattern Recognit , vol.47 , pp. 1073-1082
    • Frinken, V.1    Fischer, A.2    Baumgartner, M.3    Bunke, H.4
  • 34
    • 63249103687 scopus 로고    scopus 로고
    • Real-time capable system for hand gesture recognition using hidden markov models in stereo color image sequences
    • Elmezain, M.; Al-Hamadi, A.; Michaelis, B. Real-time capable system for hand gesture recognition using hidden markov models in stereo color image sequences. J. WSCG 2008, 16, 65–72.
    • (2008) J. WSCG , vol.16 , pp. 65-72
    • Elmezain, M.1    Al-Hamadi, A.2    Michaelis, B.3
  • 40
    • 0033210184 scopus 로고    scopus 로고
    • An HMM-based threshold model approach for gesture recognition
    • Lee, H.-K.; Kim, J.-H. An HMM-based threshold model approach for gesture recognition. IEEE Trans. Pattern Anal. Mach. Intell. 1999, 21, 961–973.
    • (1999) IEEE Trans. Pattern Anal. Mach. Intell , vol.21 , pp. 961-973
    • Lee, H.-K.1    Kim, J.-H.2
  • 41
    • 33745557442 scopus 로고    scopus 로고
    • Gesture spotting in continuous whole body action sequences using discrete hidden markov models
    • Berder Island, France, 18–20 May, Springer
    • Park, A.-Y.; Lee, S.-W. Gesture spotting in continuous whole body action sequences using discrete hidden markov models. In Proceedings of Gesture in Human-Computer Interaction and Simulation, Berder Island, France, 18–20 May 2005; Springer: pp. 100–111.
    • (2005) In Proceedings of Gesture in Human-Computer Interaction and Simulation , pp. 100-111
    • Park, A.-Y.1    Lee, S.-W.2
  • 42
    • 34247223015 scopus 로고    scopus 로고
    • Gesture spotting and recognition for human–robot interaction
    • Yang, H.-D.; Park, A.-Y.; Lee, S.-W. Gesture spotting and recognition for human–robot interaction. IEEE Trans. Robot. 2007, 23, 256–270.
    • (2007) IEEE Trans. Robot , vol.23 , pp. 256-270
    • Yang, H.-D.1    Park, A.-Y.2    Lee, S.-W.3
  • 43
    • 0038708708 scopus 로고    scopus 로고
    • Motion segmentation and pose recognition with motion history gradients
    • Bradski, G. R.; Davis, J. W. Motion segmentation and pose recognition with motion history gradients. Mach. Vis. Appl. 2002, 13, 174–184.
    • (2002) Mach. Vis. Appl , vol.13 , pp. 174-184
    • Bradski, G.R.1    Davis, J.W.2
  • 44
    • 84871394796 scopus 로고    scopus 로고
    • Recognizing actions using depth motion maps-based histograms of oriented gradients
    • Nara Japan, 29 October–2 November
    • Yang, X.; Zhang, C.; Tian, Y. Recognizing actions using depth motion maps-based histograms of oriented gradients. In Proceedings of the 20th ACM international conference on Multimedia, Nara Japan, 29 October–2 November 2012; pp. 1057–1060.
    • (2012) In Proceedings of the 20Th ACM International Conference on Multimedia , pp. 1057-1060
    • Yang, X.1    Zhang, C.2    Tian, Y.3
  • 45
    • 38149027770 scopus 로고    scopus 로고
    • Action recognition for surveillance applications using optic flow and SVM
    • Tokyo, Japan, 18–22 November
    • Danafar, S.; Gheissari, N. Action recognition for surveillance applications using optic flow and SVM. In Proceedings of the Computer Vision-ACCV 2007, Tokyo, Japan, 18–22 November 2007; pp. 457–466.
    • (2007) In Proceedings of the Computer Vision-Accv 2007 , pp. 457-466
    • Danafar, S.1    Gheissari, N.2
  • 46


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