Face detection of integral image by Viola-Jones method
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Keywords:
Viola-Jones method, integral image, Haar cascade, face detection, MatLabAbstract
Research is devoted to investigate on human face detection by Viola-Jones method, the fastest and effective methods of face detection. two Haar like features have been used to determine the area of the eye, because it reduces the number of possible false positives in detecting these functions and increases the accuracy of face detection. One of them measures the difference in intensity between the eye and upper cheek area. The second function compares the intensity in the eye with intensity through the nose bridge. It is shown that these two functions can determine the facial features with different sizes pattern.
References
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2 E. Hjelmås and B.K. Low, Computer Vision and Image Understanding, 83(3), 236-274 (2001).
3 R.L. Hsu, M. Abdel-Mottaleb, and A.K. Jain, IEEE Transactions on Pattern Analysis and Machine Intelligence, 24(5), 696-706 (2002).
4 L. Zhang, R. Chu, S. Xiang, S. Liao, S.Z. Li, Intern. Conf. on Biometrics, Springer, 11-18 (2007).
5 J. Li, Y. Wang, T. Tan, and A.K. Jain, Biometric Technology for Human Identification, Intern. Society for Optics and Photonics, 5404, 296-304 (2004).
6 P. Viola and M. Jones, Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Kauai, 1, 1-9 (2001).
7 P. Viola and M.J. Jones, Intern. J. of Computer Vision, 57(2), 137-154 (2004).
8 L.N. Soni, A. Datar, and S. Datar, Intern. J. of Current Engineering and Technology, 7(5), 1819-1823 (2017).
9 C.P. Papageorgiou, M. Oren, and T. Poggio, Sixth Intern. Conf. on Computer Vision, Bombay, 555-562 (1998).
10 Y. Freund, and R.E. Schapire, J. of Computer and System Sciences, 55(1), 119-139 (1997).
11 J.K. Tsotsos, S.M. Culhane, W.Y.K. Wai, Y. Lai, N. Davis, and F. Nuflo, Artificial intelligence, 78(1-2), 507-545 (1995).
12 L. Itti, C. Koch, and E. Niebur, IEEE Transactions on Pattern Analysis and Machine Intelligence, 20(11), 1254-1259 (1998).
13 Y. Amit, D. Geman, and K. Wilder, IEEE Transactions on Pattern Analysis and Machine Intelligence, 19(11), 1300-1305 (1997).
14 Y.Q. Wang, Image Processing On Line, 4, 128-148 (2014).
15 N.T. Deshpande, S. Ravishankar, Advances in Computational Sciences and Technology, 10(5), 1173-1189 (2017).
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How to Cite
Kozhagulov, Y., Ibraimov, M., Zhexebay, D., & Sarmanbetov, S. (2018). Face detection of integral image by Viola-Jones method. Recent Contributions to Physics (Rec.Contr.Phys.), 66(3), 76–82. Retrieved from https://bph.kaznu.kz/index.php/zhuzhu/article/view/638
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Section
Nonlinear Physics. Radiophysics
