A Study on Neural Network Training Algorithm for Multiface Detection in Static Images
This paper reports the study results on neural network
training algorithm of numerical optimization techniques multiface
detection in static images. The training algorithms involved are scale
gradient conjugate backpropagation, conjugate gradient
backpropagation with Polak-Riebre updates, conjugate gradient
backpropagation with Fletcher-Reeves updates, one secant
backpropagation and resilent backpropagation. The final result of
each training algorithms for multiface detection application will also
be discussed and compared.
[1] Zulhadi Zakaria, Nor Ashidi Mat Isa, and Shahrel A. Suandi,
"Combining Skin Color and Neural Network for Multiface Detection in
Static Images," Symposium on Progress in Information &
Communication Technology, Kuala Lumpur, pp. 147-154, 2009.
[2] Zweiri, Y.H., Whidborne, J.F. and Sceviratne, L.D. A Three-term
Backpropagation Algorithm. Neurocomputing. 50: 305-318. 2002.
[3] 10. C.M. Bishop. Neural Networks for Pattern Recognition. Chapter 7,
pp.253-294. Oxford University Press. 1995.
[4] Mathworks Online. Available: http://www. www.mathworks.com, 2009.
[5] Jonathan Richard Shewchuk, An Introduction to the Conjugate Gradient
Method Without the Agonizing Pain, August 1994.
[6] Martin Fodslette Moller. A Scaled Conjugate Gradient Algorithm For
Fast Supervised Learning. Neural Networks, 6:525-533, 1993.
[7] Caltech Image Database. California Institute of Technology. Available:
http://www.vision.caltech.edu/Image_Datasets/faces/ faces.tar, 2007.
[8] Georgia Face Image Database. Georgia Institute of Technology.
Available: http://www.anefian.com/gt_db.zip, 2007.
[9] UCD Color Face Image Database. College of Engineering, Mathematics
and Physical Sciences UCD, Dublin. Available: http://ee.ucd.ie/~prag/.
March, 2007.
[10] Demuth, H., Beale, M. Neural Network Toolbox (Mathworks, Natick,
Massachusetts, 1998).
[1] Zulhadi Zakaria, Nor Ashidi Mat Isa, and Shahrel A. Suandi,
"Combining Skin Color and Neural Network for Multiface Detection in
Static Images," Symposium on Progress in Information &
Communication Technology, Kuala Lumpur, pp. 147-154, 2009.
[2] Zweiri, Y.H., Whidborne, J.F. and Sceviratne, L.D. A Three-term
Backpropagation Algorithm. Neurocomputing. 50: 305-318. 2002.
[3] 10. C.M. Bishop. Neural Networks for Pattern Recognition. Chapter 7,
pp.253-294. Oxford University Press. 1995.
[4] Mathworks Online. Available: http://www. www.mathworks.com, 2009.
[5] Jonathan Richard Shewchuk, An Introduction to the Conjugate Gradient
Method Without the Agonizing Pain, August 1994.
[6] Martin Fodslette Moller. A Scaled Conjugate Gradient Algorithm For
Fast Supervised Learning. Neural Networks, 6:525-533, 1993.
[7] Caltech Image Database. California Institute of Technology. Available:
http://www.vision.caltech.edu/Image_Datasets/faces/ faces.tar, 2007.
[8] Georgia Face Image Database. Georgia Institute of Technology.
Available: http://www.anefian.com/gt_db.zip, 2007.
[9] UCD Color Face Image Database. College of Engineering, Mathematics
and Physical Sciences UCD, Dublin. Available: http://ee.ucd.ie/~prag/.
March, 2007.
[10] Demuth, H., Beale, M. Neural Network Toolbox (Mathworks, Natick,
Massachusetts, 1998).
@article{"International Journal of Information, Control and Computer Sciences:59349", author = "Zulhadi Zakaria and Nor Ashidi Mat Isa and Shahrel A. Suandi", title = "A Study on Neural Network Training Algorithm for Multiface Detection in Static Images", abstract = "This paper reports the study results on neural network
training algorithm of numerical optimization techniques multiface
detection in static images. The training algorithms involved are scale
gradient conjugate backpropagation, conjugate gradient
backpropagation with Polak-Riebre updates, conjugate gradient
backpropagation with Fletcher-Reeves updates, one secant
backpropagation and resilent backpropagation. The final result of
each training algorithms for multiface detection application will also
be discussed and compared.", keywords = "training algorithm, multiface, static image, neural network", volume = "4", number = "2", pages = "308-4", }