Character Identification in Video Using Face Name Matching Method
Keywords:
Face detection, Eigen object recogniser, face recognitionAbstract
With the advances in technology the hunger for the smart systems is seeing a tremendous rise in the last five years. Face detection and recognition is one of the method of adding to the range of such smart systems. Face recognition is the integral part of various surveillance systems in our modern world. Different techniques have been introduced and various theories have been proposed for the same. There are various techniques of face recognition in images but few are introduced in the field of face recognition through videos. In this paper we propose a system which focuses on recognition of faces in videos. This system includes following main steps input video, face detection, and face recognition and labelling. We will be using AdaBoost along with haarcascade for fast face detection. We have used OpenCV library which has a collection of various Image Processing functions. The system thus proposed reduces the cost and time of developing a face recognition unit. The proposed system can be used in various applications ranging from entertainment to security.
References
Jitao Sang, Changshen Xu, Senior Member, IEEE, “Robust Face-Name Graph Matching for Movie Character Identification ”, IEEE Transaction on multimedia, vol. 10, No. 10, 2012.
Jitao Sang, Chao Liang, Changsheng Xu, Jian Cheng, “Robust Movie Character Identification and the Sensitivity Analysis”, National Lab of Pattern Recognition, ©2011 IEEE.
R. G. Cinbis, J. Verbeek, and C. Schmid, “Unsupervised Metric Learning for Face Identification in TV Video,” in International Conference Computer Vision, 2011.
M. Gopi Krishna, A. Srinivasulu, “Face Detection System On AdaBoost Algorithm Using Haar Classifiers” International Journal of Modern Engineering Research (IJMER), Vol. 2, Issue. 5.
L. Lin, X. Liu, and S. C. Zhu, “Layered graph matching with composite cluster sampling,” IEEE Trans. Pattern Anal. Mach. Intell., vol. 32, no. 8, pp. 1426–1442, 2010.
T. L. Berg, A. C. Berg, J. Edwards, M. Maire, R. White, Y. W. Teh, E. G. Learned-Miller, and D. A. Forsyth, “Names and faces in the news,” in CVPR, 2004, pp. 848–854.
Matthew A. Turk, Alex P. Pentland, “Face recognition using eigenfaces,” Department of Computer Science, Massachusetts Institute of Technology.
M. Everingham, J. Sivic, and A. Zisserman, “Hello! My name is... buffy automatic naming of characters in TV video,” in Proceedings of BMVC 2006, pp. 889–908.
S. Satoh and T. Kanade, “Name-It: Association of Face and Name in video,” in Proceedings of CVPR, 1997, pp. 368–373.
Y. Zhang, C. Xu, H. Lu, and Y. Huang, “Character identification in feature length films using global face-name matching,” IEEE Trans Multimedia, vol. 11, no. 7, pp. 1276–1288, November 2009.
Downloads
How to Cite
Issue
Section
License
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.