Human Activity Recognition and Classification - A Comprehensive Survey

Authors(5) :-G. P. Hegde, Nireeksha, Nithini B. K, Soundarya M. B, Supreetha B. V.

Human action recognition from realistic videos attracts more attention in many practical applications such as on-line video surveillance and content-based video management. Single action recognition always fails to distinguish similar action categories due to the complex background settings in realistic videos. This paper explains the various studies on human activity recognition and also focuses on steps needed for recognition of human activity using local invariant methods and classification of human activity frames.

Authors and Affiliations

G. P. Hegde
Department of Information Science, SDMIT, Ujire, Karnataka, India
Nireeksha
Department of Information Science, SDMIT, Ujire, Karnataka, India
Nithini B. K
Department of Information Science, SDMIT, Ujire, Karnataka, India
Soundarya M. B
Department of Information Science, SDMIT, Ujire, Karnataka, India
Supreetha B. V.
Department of Information Science, SDMIT, Ujire, Karnataka, India

Activity Recognition, Local Space, Classifier

  1. Haibing Ren, Guangyou Xu, "Human action recognition in smart classroom", IEEE International conference on Automatic Face and Gesture Recognition, 2002.
  2. G. Akilandasowmya, P. Sathiya, P. Anandha Kumar "Human action recognition in research area of computer vision", IEEE International Conference on automatically detect and retrieve semantic events in video, 2015
  3. Chandni J. Dharmsinh and Tushar V. Ratanpara "Human recognition in computer vision", IEEE International conference on automatic retrieval of videos of particular action using visual features Green engineering and Technology (IC-GET), 2016.
  4. Vahid Hajihashemi and Esmat Pakizeh "Human activity recognition in videos based on a Two Levels K-means and Hierarchical Codebooks" International journal of Mechatronics, Electrical and Computer Technology, International conference on Oct 2016.
  5. Nawel Yala, Belkacem Fergani and Anthony Fleury "Feature extraction for human activity recognition on streaming data" IEEE International Symposium on Innovation in intelligent Systems and Application (INISTA), 2015.
  6. Davide Anguita, Alessandro Ghio, Luca Oneto, Xavier Parra, Jorge L. Reyes-Ortiz " Human Activity Recognition on Smart phones Using a Multiclass Hardware-Friendly Support Vector Machine" volume 7657.
  7. Oscar D. Lara and Miguel A. Labrador "A Survey on Human Activity Recognition using Wearable Sensors" IEEE Communications Surveys and Tutorials, Volume: 15, Issue: 3, Third Quarter 2013.
  8. J. Ben-Arie, Zhiqian Wang, P. Pandit, S. Rajaram "Human activity recognition using multidimensional indexing" IEEE Transactions on Pattern Analysis and Machine Intelligence, Volume: 24, Issue: 8, 2002.
  9. Ying Wang, Kaiqi Huang, Tieniu Tan "Human Activity Recognition Based on R Transform" IEEE Conference on Computer Vision and Pattern Recognition, 2007.
  10. Monica-Andreea Dragan and Irina Mocanu "Human activity recognition in smart environment" IEEE International conference on Control System and Computer Science, 2013.
  11. Eunju Kim, Sumi Helal, Diane Cook "Human Activity Recognition and Pattern Discovery" IEEE transaction on Pervasive Computing, Volume: 9, Issue: 1, 2010.
  12. Salvatore Gaglio, Giuseppe Lo Re, Marco Morana "Human Activity Recognition Process using 3-D posture data" IEEE Transactions on Human-Machine Systems, Volume: 45, Issue: 5, 2015.
  13. Xue Li, Quan Z. Sheng, Chaoyi Pang, Xin Zhao, Sen Wang "Effective approaches in human action recognition" International Conference on Advanced Computer Science and Information System (ICACSIS), 2013.
  14. Holte, M., B. Chakraborty, J. Gonzalez, and T. Moeslund, "A Local 3-D Motion Descriptor for Multi-View Human Action Recognition from 4-D Spatio-Temporal Interest Points" IEEE Journal in Signal Processing, Volume: 6, Issue: 5, Sept. 2012.
  15. Georgios Goudelis, Georgios Tsatiris, Kostas, Karpouzis, Stefanos Kollias "3D cylindrical trace transform based feature extraction for effective human action classification" IEEE Conference on Computational Intelligence and Games (CIG), 2017.
  16. Deniz Gurkaynak , Hulya Yalcin, "Recognition and classification of human activity", IEEE conference on Signal Processing and Communications Applications, 2015, ISSN: 2165-06008.
  17. Haiam A. Abdul-Azim, Elsayed E. Hemayed, "Human action recognition using trajectory-based representation", Egyptian Informatics Journal, Volume 16, Issue 2, 2015, pp. 187-198.
  18. Yifei Zhang, Wen Qu, Daling Wang Action-scene Model for Human Action Recognition from Videos AASRI Precede, Volume 6, 2014, pp. 111-117.
  19. Lin Sun, Kui Jia, Tsung-Han Chan, Yuqiang Fang, Gang Wang, Shuicheng Yan "Human recognition in complex hand-designed local features", IEEE conference on Computer Vision and Pattern Recognition 2 014.
  20. S. C. F. Lin, C. Y. Wong, T. R. Ren and N. M. Kwok "Human action recognition in smart building control system" IEEE International Conference on automatically optimize environmental conditions within building. 2012

Publication Details

Published in : Volume 4 | Issue 5 | March-April 2018
Date of Publication : 2018-04-30
License:  This work is licensed under a Creative Commons Attribution 4.0 International License.
Page(s) : 431-436
Manuscript Number : IJSRST18457
Publisher : Technoscience Academy

Print ISSN : 2395-6011, Online ISSN : 2395-602X

Cite This Article :

G. P. Hegde, Nireeksha, Nithini B. K, Soundarya M. B, Supreetha B. V., " Human Activity Recognition and Classification - A Comprehensive Survey", International Journal of Scientific Research in Science and Technology(IJSRST), Print ISSN : 2395-6011, Online ISSN : 2395-602X, Volume 4, Issue 5, pp.431-436, March-April-2018.
Journal URL : https://ijsrst.com/IJSRST18457
Citation Detection and Elimination     |      | |
  • G. Akilandasowmya, P. Sathiya, P. Anandha Kumar "Human action recognition in research area of computer vision", IEEE International Conference on automatically detect and retrieve semantic events in video, 2015
  • Chandni J. Dharmsinh and Tushar V. Ratanpara "Human recognition in computer vision", IEEE International conference on automatic retrieval of videos of particular action using visual features Green engineering and Technology (IC-GET), 2016.
  • Vahid Hajihashemi and Esmat Pakizeh "Human activity recognition in videos based on a Two Levels K-means and Hierarchical Codebooks" International journal of Mechatronics, Electrical and Computer Technology, International conference on Oct 2016.
  • Nawel Yala, Belkacem Fergani and Anthony Fleury "Feature extraction for human activity recognition on streaming data" IEEE International Symposium on Innovation in intelligent Systems and Application (INISTA), 2015.
  • Davide Anguita, Alessandro Ghio, Luca Oneto, Xavier Parra, Jorge L. Reyes-Ortiz " Human Activity Recognition on Smart phones Using a Multiclass Hardware-Friendly Support Vector Machine" volume 7657.
  • Oscar D. Lara and Miguel A. Labrador "A Survey on Human Activity Recognition using Wearable Sensors" IEEE Communications Surveys and Tutorials, Volume: 15, Issue: 3, Third Quarter 2013.
  • J. Ben-Arie, Zhiqian Wang, P. Pandit, S. Rajaram "Human activity recognition using multidimensional indexing" IEEE Transactions on Pattern Analysis and Machine Intelligence, Volume: 24, Issue: 8, 2002.
  • Ying Wang, Kaiqi Huang, Tieniu Tan "Human Activity Recognition Based on R Transform" IEEE Conference on Computer Vision and Pattern Recognition, 2007.
  • Monica-Andreea Dragan and Irina Mocanu "Human activity recognition in smart environment" IEEE International conference on Control System and Computer Science, 2013.
  • Eunju Kim, Sumi Helal, Diane Cook "Human Activity Recognition and Pattern Discovery" IEEE transaction on Pervasive Computing, Volume: 9, Issue: 1, 2010.
  • Salvatore Gaglio, Giuseppe Lo Re, Marco Morana "Human Activity Recognition Process using 3-D posture data" IEEE Transactions on Human-Machine Systems, Volume: 45, Issue: 5, 2015.
  • Xue Li, Quan Z. Sheng, Chaoyi Pang, Xin Zhao, Sen Wang "Effective approaches in human action recognition" International Conference on Advanced Computer Science and Information System (ICACSIS), 2013.
  • Holte, M., B. Chakraborty, J. Gonzalez, and T. Moeslund, "A Local 3-D Motion Descriptor for Multi-View Human Action Recognition from 4-D Spatio-Temporal Interest Points" IEEE Journal in Signal Processing, Volume: 6, Issue: 5, Sept. 2012.
  • Georgios Goudelis, Georgios Tsatiris, Kostas, Karpouzis, Stefanos Kollias "3D cylindrical trace transform based feature extraction for effective human action classification" IEEE Conference on Computational Intelligence and Games (CIG), 2017.
  • Deniz Gurkaynak , Hulya Yalcin, "Recognition and classification of human activity", IEEE conference on Signal Processing and Communications Applications, 2015, ISSN: 2165-06008.
  • Haiam A. Abdul-Azim, Elsayed E. Hemayed, "Human action recognition using trajectory-based representation", Egyptian Informatics Journal, Volume 16, Issue 2, 2015, pp. 187-198.
  • Yifei Zhang, Wen Qu, Daling Wang Action-scene Model for Human Action Recognition from Videos AASRI Precede, Volume 6, 2014, pp. 111-117.
  • Lin Sun, Kui Jia, Tsung-Han Chan, Yuqiang Fang, Gang Wang, Shuicheng Yan "Human recognition in complex hand-designed local features", IEEE conference on Computer Vision and Pattern Recognition 2 014.
  • S. C. F. Lin, C. Y. Wong, T. R. Ren and N. M. Kwok "Human action recognition in smart building control system" IEEE International Conference on automatically optimize environmental conditions within building. 2012
  • " target="_blank"> BibTeX
    |
  • G. Akilandasowmya, P. Sathiya, P. Anandha Kumar "Human action recognition in research area of computer vision", IEEE International Conference on automatically detect and retrieve semantic events in video, 2015
  • Chandni J. Dharmsinh and Tushar V. Ratanpara "Human recognition in computer vision", IEEE International conference on automatic retrieval of videos of particular action using visual features Green engineering and Technology (IC-GET), 2016.
  • Vahid Hajihashemi and Esmat Pakizeh "Human activity recognition in videos based on a Two Levels K-means and Hierarchical Codebooks" International journal of Mechatronics, Electrical and Computer Technology, International conference on Oct 2016.
  • Nawel Yala, Belkacem Fergani and Anthony Fleury "Feature extraction for human activity recognition on streaming data" IEEE International Symposium on Innovation in intelligent Systems and Application (INISTA), 2015.
  • Davide Anguita, Alessandro Ghio, Luca Oneto, Xavier Parra, Jorge L. Reyes-Ortiz " Human Activity Recognition on Smart phones Using a Multiclass Hardware-Friendly Support Vector Machine" volume 7657.
  • Oscar D. Lara and Miguel A. Labrador "A Survey on Human Activity Recognition using Wearable Sensors" IEEE Communications Surveys and Tutorials, Volume: 15, Issue: 3, Third Quarter 2013.
  • J. Ben-Arie, Zhiqian Wang, P. Pandit, S. Rajaram "Human activity recognition using multidimensional indexing" IEEE Transactions on Pattern Analysis and Machine Intelligence, Volume: 24, Issue: 8, 2002.
  • Ying Wang, Kaiqi Huang, Tieniu Tan "Human Activity Recognition Based on R Transform" IEEE Conference on Computer Vision and Pattern Recognition, 2007.
  • Monica-Andreea Dragan and Irina Mocanu "Human activity recognition in smart environment" IEEE International conference on Control System and Computer Science, 2013.
  • Eunju Kim, Sumi Helal, Diane Cook "Human Activity Recognition and Pattern Discovery" IEEE transaction on Pervasive Computing, Volume: 9, Issue: 1, 2010.
  • Salvatore Gaglio, Giuseppe Lo Re, Marco Morana "Human Activity Recognition Process using 3-D posture data" IEEE Transactions on Human-Machine Systems, Volume: 45, Issue: 5, 2015.
  • Xue Li, Quan Z. Sheng, Chaoyi Pang, Xin Zhao, Sen Wang "Effective approaches in human action recognition" International Conference on Advanced Computer Science and Information System (ICACSIS), 2013.
  • Holte, M., B. Chakraborty, J. Gonzalez, and T. Moeslund, "A Local 3-D Motion Descriptor for Multi-View Human Action Recognition from 4-D Spatio-Temporal Interest Points" IEEE Journal in Signal Processing, Volume: 6, Issue: 5, Sept. 2012.
  • Georgios Goudelis, Georgios Tsatiris, Kostas, Karpouzis, Stefanos Kollias "3D cylindrical trace transform based feature extraction for effective human action classification" IEEE Conference on Computational Intelligence and Games (CIG), 2017.
  • Deniz Gurkaynak , Hulya Yalcin, "Recognition and classification of human activity", IEEE conference on Signal Processing and Communications Applications, 2015, ISSN: 2165-06008.
  • Haiam A. Abdul-Azim, Elsayed E. Hemayed, "Human action recognition using trajectory-based representation", Egyptian Informatics Journal, Volume 16, Issue 2, 2015, pp. 187-198.
  • Yifei Zhang, Wen Qu, Daling Wang Action-scene Model for Human Action Recognition from Videos AASRI Precede, Volume 6, 2014, pp. 111-117.
  • Lin Sun, Kui Jia, Tsung-Han Chan, Yuqiang Fang, Gang Wang, Shuicheng Yan "Human recognition in complex hand-designed local features", IEEE conference on Computer Vision and Pattern Recognition 2 014.
  • S. C. F. Lin, C. Y. Wong, T. R. Ren and N. M. Kwok "Human action recognition in smart building control system" IEEE International Conference on automatically optimize environmental conditions within building. 2012
  • " target="_blank">RIS
    |
  • G. Akilandasowmya, P. Sathiya, P. Anandha Kumar "Human action recognition in research area of computer vision", IEEE International Conference on automatically detect and retrieve semantic events in video, 2015
  • Chandni J. Dharmsinh and Tushar V. Ratanpara "Human recognition in computer vision", IEEE International conference on automatic retrieval of videos of particular action using visual features Green engineering and Technology (IC-GET), 2016.
  • Vahid Hajihashemi and Esmat Pakizeh "Human activity recognition in videos based on a Two Levels K-means and Hierarchical Codebooks" International journal of Mechatronics, Electrical and Computer Technology, International conference on Oct 2016.
  • Nawel Yala, Belkacem Fergani and Anthony Fleury "Feature extraction for human activity recognition on streaming data" IEEE International Symposium on Innovation in intelligent Systems and Application (INISTA), 2015.
  • Davide Anguita, Alessandro Ghio, Luca Oneto, Xavier Parra, Jorge L. Reyes-Ortiz " Human Activity Recognition on Smart phones Using a Multiclass Hardware-Friendly Support Vector Machine" volume 7657.
  • Oscar D. Lara and Miguel A. Labrador "A Survey on Human Activity Recognition using Wearable Sensors" IEEE Communications Surveys and Tutorials, Volume: 15, Issue: 3, Third Quarter 2013.
  • J. Ben-Arie, Zhiqian Wang, P. Pandit, S. Rajaram "Human activity recognition using multidimensional indexing" IEEE Transactions on Pattern Analysis and Machine Intelligence, Volume: 24, Issue: 8, 2002.
  • Ying Wang, Kaiqi Huang, Tieniu Tan "Human Activity Recognition Based on R Transform" IEEE Conference on Computer Vision and Pattern Recognition, 2007.
  • Monica-Andreea Dragan and Irina Mocanu "Human activity recognition in smart environment" IEEE International conference on Control System and Computer Science, 2013.
  • Eunju Kim, Sumi Helal, Diane Cook "Human Activity Recognition and Pattern Discovery" IEEE transaction on Pervasive Computing, Volume: 9, Issue: 1, 2010.
  • Salvatore Gaglio, Giuseppe Lo Re, Marco Morana "Human Activity Recognition Process using 3-D posture data" IEEE Transactions on Human-Machine Systems, Volume: 45, Issue: 5, 2015.
  • Xue Li, Quan Z. Sheng, Chaoyi Pang, Xin Zhao, Sen Wang "Effective approaches in human action recognition" International Conference on Advanced Computer Science and Information System (ICACSIS), 2013.
  • Holte, M., B. Chakraborty, J. Gonzalez, and T. Moeslund, "A Local 3-D Motion Descriptor for Multi-View Human Action Recognition from 4-D Spatio-Temporal Interest Points" IEEE Journal in Signal Processing, Volume: 6, Issue: 5, Sept. 2012.
  • Georgios Goudelis, Georgios Tsatiris, Kostas, Karpouzis, Stefanos Kollias "3D cylindrical trace transform based feature extraction for effective human action classification" IEEE Conference on Computational Intelligence and Games (CIG), 2017.
  • Deniz Gurkaynak , Hulya Yalcin, "Recognition and classification of human activity", IEEE conference on Signal Processing and Communications Applications, 2015, ISSN: 2165-06008.
  • Haiam A. Abdul-Azim, Elsayed E. Hemayed, "Human action recognition using trajectory-based representation", Egyptian Informatics Journal, Volume 16, Issue 2, 2015, pp. 187-198.
  • Yifei Zhang, Wen Qu, Daling Wang Action-scene Model for Human Action Recognition from Videos AASRI Precede, Volume 6, 2014, pp. 111-117.
  • Lin Sun, Kui Jia, Tsung-Han Chan, Yuqiang Fang, Gang Wang, Shuicheng Yan "Human recognition in complex hand-designed local features", IEEE conference on Computer Vision and Pattern Recognition 2 014.
  • S. C. F. Lin, C. Y. Wong, T. R. Ren and N. M. Kwok "Human action recognition in smart building control system" IEEE International Conference on automatically optimize environmental conditions within building. 2012
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