Research Article
Vanishing Moments of a Wavelet System and Feature Set in Face Detection Problem for Color Images
|
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
|
| Volume 66 - Issue 16 |
| Published: March 2013 |
| Authors: S. Patilkulkarni, H. C. Vijaylakshmi |
10.5120/11171-6369
|
S. Patilkulkarni, H. C. Vijaylakshmi . Vanishing Moments of a Wavelet System and Feature Set in Face Detection Problem for Color Images. International Journal of Computer Applications. 66, 16 (March 2013), 36-42. DOI=10.5120/11171-6369
@article{ 10.5120/11171-6369,
author = { S. Patilkulkarni,H. C. Vijaylakshmi },
title = { Vanishing Moments of a Wavelet System and Feature Set in Face Detection Problem for Color Images },
journal = { International Journal of Computer Applications },
year = { 2013 },
volume = { 66 },
number = { 16 },
pages = { 36-42 },
doi = { 10.5120/11171-6369 },
publisher = { Foundation of Computer Science (FCS), NY, USA }
}
%0 Journal Article
%D 2013
%A S. Patilkulkarni
%A H. C. Vijaylakshmi
%T Vanishing Moments of a Wavelet System and Feature Set in Face Detection Problem for Color Images%T
%J International Journal of Computer Applications
%V 66
%N 16
%P 36-42
%R 10.5120/11171-6369
%I Foundation of Computer Science (FCS), NY, USA
Abstract
A systematic study of correlation between wavelet features and vanishing moments of wavelet system is considered for the problem of face detection in color images. It is concluded that the wavelet system with lower vanishing moments is better suited in problems such as face detection as higher vanishing moments in wavelet used actually implies redundant feature set.
References
- Y. Ming-Hsuan, D J Kreigman, and N Ahuja, Detecting Faces in images: a survey. IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 24, 2002, pp. 34-58.
- W. Zhao, R. Chellappa, A. Rosenfeld, and P. Phillips, Face recognition: A literature survey. ACM Computing Surveys, pp. 399-458, 2003.
- Al Jumah, Abdullah, Mohammed Gulam Ahamad, and Syed Amjad Ali. Denoising of Medical Images Using Multiwavelet Transforms and Various Thresholding Techniques. Journal of Signal and Information Processing 4 (2013), pp. 24-32.
- Li, Ren Chong, Yi Long You, and Feng Xiang You, Research of Image Processing Based on Lifting Wavelet Transform. Applied Mechanics and Materials 263 (2013), pp. 2502-2509.
- Kumar, Neeraj, and Amit Sethi. On image-driven choice of wavelet basis for super resolution. In Proc. Of Signal Processing and Communications (SPCOM), 2012 International Conference on. IEEE, 2012,Bangalore, India, pp. 1-4.
- S. Mallat, A Theory for Multiresolution Signal Decomposition: The Wavelet Representation. IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 11, no. 7, 1989, pp. 674–693.
- Nguyen T. , Strang G. , Wavelets and Filter Banks. Wellesley-Cambridge Press, 1997.
- I. Daubechies, Ten Lectures on Wavelets. CBMS-NSF Lecture Notes nr. 61, SIAM, 1992.
- Tian J. , Wells R. O. Jr, Vanishing Moments and Biorthogonal Systems.
- R. C. Gonzalez, R. E. Woods Digital Image processing. Second edition Prentice Hall India.
- P. Viola and M. Jones, Robust real time object detection. International Journal of Computer Vision, vol. 57, no. 2, pp. 137-154, 2001.
- Rein-Lein Hsu, Mohamed-Abdel Mottaleb, Anil K jain Face Detection in Color Images. IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 42, Issue 5, pp. 696-706.
- C. Garcia, G. Zikos, G. Tziritas Face Detection in Color Images using Wavelet Packet Analysis. In Proceedings of IEEE International Conference on Multimedia Computing and Systems, Vol. 1, 1999, pp. 703 – 708.
- Mohamed A. Berbar Hamdy M. Kelash, and Amany A. Kandeel, Faces and facial features detection in color images. In. Proc. Geometric Modeling and Imaging? New Trends (GMAI'06), 2006, pp 209 – 214.
- V. Veznevets, V Sazonov, and A Andreeva, A survey on pixel-based skin color detection techniques. In Proceedings Graphicon-2003 pp. 85-92.
- H. C. Vijaylakshmi, S. PatilKulkarni, Segmentation Algorithm for Multiple Face Detection in Color Images With Skin Tone Regions Using Color Spaces and Edge Detection Techniques. International Journal of Computer Theory and Engineering (IJCTE), Vol. 2, No. 4, pp. 552-558. Aug-2010.
- Raman Maini & Dr. Himanshu Aggarwal Study and comparison of various image edge Detection techniques. International Journal of Image Processing (IJIP) , Volume 3 Issue (1), pp. 1-11, Jan-Feb 2009.
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