A framework for the integration of gesture and posture recognition using HMM and SVM

Proceedings - 2009 IEEE International Conference on Intelligent Computing and Intelligent Systems, ICIS 2009

Volumn 4, Issue , 2009, Pages 572-577

  Rashid, Omer ^a   Al Hamadi, Ayoub ^a   Michaelis, Bernd ^a  

^a OTTO VON GUERICKE UNIVERSITY   (Germany)

Author keywords

Application; Feature Extraction; Gesture Recognition; Integration; Posture Recognition

Indexed keywords

3D INFORMATION; AMERICAN SIGN LANGUAGE; BAUM-WELCH ALGORITHMS; CLASSIFICATION AND RECOGNITION; CODE-WORDS; CURVATURE ANALYSIS; DECISION LEVEL FUSION; DEPTH INFORMATION; FEATURE VECTORS; GEOMETRICAL PROPERTY; HCI SYSTEM; MISCLASSIFICATIONS; POSTURE RECOGNITION; REAL TIME VISION; RECOGNITION RATES; VITERBI PATH;

FEATURE EXTRACTION; INTELLIGENT COMPUTING; INTELLIGENT SYSTEMS; NORMAL DISTRIBUTION; SUPPORT VECTOR MACHINES; VITERBI ALGORITHM;

GESTURE RECOGNITION;

EID: 77949506680     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICICISYS.2009.5357615     Document Type: Conference Paper

References (13)

1. H.S. Yoon, J. Soh, Y. J. Bae and H.S. Yang, "Hand gesture recognition using combined features of location, angle and velocity," Pattern Recognition, vol. 34, pp. 1491-1501, 2001.
2. N. Liu, B. Lovel, and P. Kootsookos, "Evaluation of hmm training algorithms for letter hand gesture recognition," in Proc. IEEE Int'l Symp. on Signal Processing and Information Technology, pp. 648- 651, 2003.
3. E. Hunter, J. Schlenzig, and R. Jain, "Posture estimation in reduced-model gesture input systems", in Proceedings of International Workshop on Automatic Face-and Gesture-Recognition, pp. 290-295, 1995.
4. M. Hussain, "Automatic Recognition of Sign Language Gestures," Master Thesis, Jordan University of Science and Technology, 1999.
5. S. Malassiotis and M. Strintzis, "Real-time Hand Posture Recognition using Range Data," in Image and Vision Computing, vol. 26, No. 7 pp. 1027-1037, 2008.
6. A. Licsar and T. Sziranyi, "Supervised Training Based Hand Gesture Recognition System," in Proc. International Conference on Pattern Recognition, 2002, pp. 999-1002.
7. W. Freeman and M. Roth, "Orientation histograms for hand gesture recognition," in Proc. International Workshop on Automatic Face and Gesture Recognition, 1994, pp. 296-301.
8. A. Ross, and A. K. Jain, "Multimodal Biometrics: An Overview", in Proc. 12th Signal Processing Conference, pp. 1221-1224, 2004. K. I.
9. Chang, K. W. Bowyer, and P. J. Flynn, "Face recognition using 2D and 3D facial data," in Proc. of Workshop on Multimodal User Authentication, pp. 25-32, 2003.
10. A. Kumar, D. C. M. Wong, H. C. Shen, and A. K. Jain, "Personal verification using palmprint and hand geometry biometric," in Int'l Conf. on Audio & Video-based Biometric Person Auth., pp. 668-678, 2003.
11. Q. Wu, L. Wang, X. Geng, M. Li, and X. He, "Dynamic biometrics fusion at feature level for video-based human recognition," in Proceedings of Image and Vision Computing New Zealand, Image and Vision Computing NZ, pp. 152-157, 2007.
12. M. Elmezain, A. Al-Hamadi, O. Rashid, B. Michaelis, "Posture and Gesture Recognition for Human-Computer Interaction", In-tech, Advanced Technologies, Book Chapter, (To appear).
13. M. Hu. "Visual Pattern Recognition by Moment Invariants," in IRE Transaction on Information Theory, Vol. 8, No. 2, pp. 179-187, 1962.