Face detection from cluttered images using a polynomial neural network

Neurocomputing

Volumn 51, Issue , 2003, Pages 197-211

  Huang, Lin Lin ^a   Shimizu, Akinobu ^a   Hagihara, Yoshihiro ^a   Kobatake, Hidefumi ^a  

^a TOKYO UNIVERSITY OF AGRICULTURE AND TECHNOLOGY   (Japan)

Author keywords

Face detection; Face recognition; Feature extraction; Pattern classification; Polynomial neural network

Indexed keywords

NEURAL NETWORKS; POLYNOMIALS; PRINCIPAL COMPONENT ANALYSIS;

FACE DETECTION;

FACE RECOGNITION;

ARTICLE; ARTIFICIAL NEURAL NETWORK; AUTOMATION; CONTROLLED STUDY; DATA BASE; FACE; HUMAN; IMAGE ANALYSIS; IMAGE PROCESSING; LEARNING; PATTERN RECOGNITION; PERCEPTION; PRINCIPAL COMPONENT ANALYSIS; PRIORITY JOURNAL;

EID: 0037381917     PISSN: 09252312     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0925-2312(02)00616-1     Document Type: Article

References (29)

1. A. Bell, T. Sejnowski, An information-maximization approach to blind separation and blind deconvolution, Neural Comput. 7 (1995) 1129-1159.
2. C.M. Bishop, Neural Networks for Pattern Recognition, Clarendon Press, Oxford, 1995.
3. R. Chellappa, C.L. Willson, S. Sirohey, Human and machine recognition of faces: a survey, Proc. IEEE 83 (5) (1995) 704-740.
4. A.J. Colmenarez, T. Huang, Face detection with information-based maximum discrimination, in: Proceedings of the CVPR, 1997, pp. 782-787.
5. N. Duta, A.K. Jain, Learning the human face concept in black and white images, in: Proceedings of the 14th ICPR, 1998, pp. 1365-1367.
6. R. Féraud, O.J. Bernier, J.E. Viallet, M. Collobert, A fast and accurate face detector based on neural networks, IEEE Trans. Pattern Anal. Mach. Intell. 23 (1) (2001) 42-53.
7. S.-H. Jeng, et al., Facial feature detection using geometrical face model: an efficient approach, Pattern Recognition 30 (1997) 273-281.
8. P. Juell, R. Marsh, A hierarchical neural network for human face detection, Pattern Recognition 32 (3) (1996) 781-787.
9. J. Kittler, Feature selection and extraction, in: T.Y. Young and K.S. Fu (Eds.), Handbook of Pattern Recognition and Image Processing, Academic Press, New York, 1986, pp. 59-83.
10. T. Kondo, H. Yan, Automatic human face detection and recognition under non-uniform illumination, Pattern Recognition 32 (1999) 1707-1718.
11. U. Kreßel, J. Schürmann, Pattern classification techniques based on function approximation, in: H. Bunke, P.S.P. Wang (Eds.), Handbook of Character Recognition and Document Image Analysis, World Scientific, Singapore, 1997, pp. 49-78.
12. M.S. Lew, N. Huijsmans, Information theory and face detection, in: Proceedings of the 13th ICPR, Vol. 3, 1996, pp. 601-605.
13. C. Lin, K.C. Fan, Human face detection using geometric triangle relationship, in: Proceedings of the 15th ICPR, 2000, pp. 945-948.
14. S.-H. Lin, S.-Y. Kung, L.-J. Lin, Face recognition/detection by probabilistic decision-based neural network, IEEE Trans. Neural Networks 8 (1) (1997) 114-132.
15. D. Maio, D. Maltoni, Real-time face location on gray-level static images, Pattern Recognition 33 (2000) 1525-1539.
16. J. Miao, B. Yin, K. Wang, L. Shen, X. Chen, A hierarchical multiscale and multiangle system for human face detection in a complex background using gravity-canter template, Pattern Recognition 32 (1) (1999) 1237-1248.
17. B. Moghaddam, A. Pentland, Probabilistic visual learning for object representation, IEEE Trans. Pattern Anal. Mach. Intell. 19 (7) (1997) 696-720.
18. E. Osuna, R. Freund, F. Girosi, Training support vector machine: an application to face detection, in: Proceedings of the CVPR, 1997, pp. 130-136.
19. A. Pentland, B. Moghaddam, T. Starner, View-based and modular eigenspaces for face recognition, in: Proceedings of the CVPR, 1994, pp. 84-91.
20. H. Robbins, S. Monro, A stochastic approximation method, Ann. Math. Statist. 22 (1951) 400-407.
21. H.A. Rowley, S. Baluja, T. Kanade, Neural network-based face detection, IEEE Trans. Pattern Anal. Mach. Intell. 20 (1) (1998) 23-38.
22. D.E. Rumelhart, G.E. Hinton, R.J. Williams, Learning representations by back-propagation error, Nature 323 (9) (1986) 533-536.
23. H. Schneiderman, T. Kanade, Probabilistic modeling of local appearance and spatial relationships for object recognition, in: Proceedings of the CVPR, 1998, pp. 45-51.
24. J. Schürmann, Pattern Classification: A Unified View of Statistical Pattern Recognition and Neural Networks, Wiley Interscience, New York, 1996.
25. Q. Song, J. Robinson, A feature space for face image processing, in: Proceedings of the 15th ICPR, 2000, pp. 97-100.
26. K.-K. Sung, T. Poggio, Example-based learning for view-based human face detection, IEEE Trans. Pattern Anal. Mach. Intell. 20 (1) (1998) 39-50.
27. G. Yang, T.S. Huang, Human face detection in a complex background, Pattern Recognition 27 (1) (1994) 53-61.
28. H.-C. Yau, T. Tanry, Iterative improvement of a Gaussian classifier, Neural Networks 3 (1990) 437-443.
29. K.C. Yow, R. Cipolla, Feature-based human face detection, Image Vision Comput. 15 (9) (1997) pp. 713-735.