Research Article

ACTION RECOGNITION IN VIDEO SEQUENCE

Volume: 24 Number: 2 December 30, 2011
Nihat Adar , Celal Murat Kandemir
EN TR

ACTION RECOGNITION IN VIDEO SEQUENCE

Abstract

In this study, human activity recognition systems based on Artificial Neural Networks (ANN) and Hidden Markov Model (HMM) are modeled for recognition of the human activities from video sequences. The action recognition system models consist of three stages.  At the first stage, human pose is detected in video frames.  At the second stage, the pose sequences are obtained.  At the third stage, ANN, and HMM based recognition models are used for action recognition.  Sugested ANN model has higher recognition rate. However, for the HMM models new actions can be easily added without making any changes in the previous trained HMM. 

Keywords

Action Recognition,Pose Symbols,Pose Sequence,ANN,HMM..

References

  1. [1] M. H. Yangand, N. Ahuja, “Recognizing hand gesture using motion trajectories”, Proceedings of the IEEE Conference on Computer Vision and Image Understanding, Fort Collins, Colorado, June 1999, pp. 468-472.
  2. [2] C. Myers, L. Rabinierand A. Rosenberg, ‘Performance tradeoffs in dynamic time warping algorithms for isolated word recognition’, IEEE Trans. on Audio Speech Lang. Process., pp.623635, 1980.
  3. [3] C. Rao, A. Yilmazand M. Shah, “View-invariant representation and recognition of actions”, Int. J.. of Computer Vision, Vol. 50, No.2, pp. 203-226, 2002.
  4. [4] N. Cuntoor, A. Kale and R. Chellappa, ‘Combining multiple evidences for gait recognition’, Proceedings of International Conference on Acoustics, Speech and Signal Processing, 2003, Vol. 3, pp. 113-116.
  5. [5] D. Cunado, M. S. Nixonand J. N. Carter, ‘Using gait as a biometric, via phase-weighted magnitude spectra,’ Proceedings of 1st International Conference on Audio and Video Based Biometric Person Authentication, 1997, pp. 95-102.
  6. [6] H. Fujiyoshi, A. J. Liptonand T. Kanade, “Real time human motion analysis by õmage skeletonization”, IEICE Trans Inf Sys, pp. 113-120, Vol. E87-D, No.1, 2004.
  7. [7] A. F. Bobickand J. W. Davis, “The recognition of human movementusing temporal templates”, IEEE Trans. on Pattern Anal. Mach. Intell., Vol. 23 (3), pp. 257-267, 2001.
  8. [8] R. T. Collins, R. Grossand J. Shi, ‘Silhouette based human identification from body shapeand gait’, 5th International Conference on Automatic Face and Gesture Recognition, May 2002.
  9. [9] J. Yamato, J. Ohyaand K. Ishii, “Recognizing human action in time sequential images using hidden markov models”, Proceedings Computer Vision and Pattern Recognition, 1992, pp. 379385.
  10. [10] C. Bregler, “Learning and Recognizing Human Dynamics in Video Sequences’, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, June 1997, pp. 568-574.
APA
Adar, N., & Kandemir, C. M. (2011). Video Dizilerinde Hareket Tanıma. Eskişehir Osmangazi Üniversitesi Mühendislik Ve Mimarlık Fakültesi Dergisi, 24(2), 101-116. https://izlik.org/JA55ZR55UY
AMA
1.Adar N, Kandemir CM. Video Dizilerinde Hareket Tanıma. Eskişehir Osmangazi Üniversitesi Mühendislik ve Mimarlık Fakültesi Dergisi. 2011;24(2):101-116. https://izlik.org/JA55ZR55UY
Chicago
Adar, Nihat, and Celal Murat Kandemir. 2011. “Video Dizilerinde Hareket Tanıma”. Eskişehir Osmangazi Üniversitesi Mühendislik Ve Mimarlık Fakültesi Dergisi 24 (2): 101-16. https://izlik.org/JA55ZR55UY.
EndNote
Adar N, Kandemir CM (December 1, 2011) Video Dizilerinde Hareket Tanıma. Eskişehir Osmangazi Üniversitesi Mühendislik ve Mimarlık Fakültesi Dergisi 24 2 101–116.
IEEE
[1]N. Adar and C. M. Kandemir, “Video Dizilerinde Hareket Tanıma”, Eskişehir Osmangazi Üniversitesi Mühendislik ve Mimarlık Fakültesi Dergisi, vol. 24, no. 2, pp. 101–116, Dec. 2011, [Online]. Available: https://izlik.org/JA55ZR55UY
ISNAD
Adar, Nihat - Kandemir, Celal Murat. “Video Dizilerinde Hareket Tanıma”. Eskişehir Osmangazi Üniversitesi Mühendislik ve Mimarlık Fakültesi Dergisi 24/2 (December 1, 2011): 101-116. https://izlik.org/JA55ZR55UY.
JAMA
1.Adar N, Kandemir CM. Video Dizilerinde Hareket Tanıma. Eskişehir Osmangazi Üniversitesi Mühendislik ve Mimarlık Fakültesi Dergisi. 2011;24:101–116.
MLA
Adar, Nihat, and Celal Murat Kandemir. “Video Dizilerinde Hareket Tanıma”. Eskişehir Osmangazi Üniversitesi Mühendislik Ve Mimarlık Fakültesi Dergisi, vol. 24, no. 2, Dec. 2011, pp. 101-16, https://izlik.org/JA55ZR55UY.
Vancouver
1.Nihat Adar, Celal Murat Kandemir. Video Dizilerinde Hareket Tanıma. Eskişehir Osmangazi Üniversitesi Mühendislik ve Mimarlık Fakültesi Dergisi [Internet]. 2011 Dec. 1;24(2):101-16. Available from: https://izlik.org/JA55ZR55UY