Gabor phase representation on human face recognition for distorted images

CCDS Authors

M Ashraful Amin, PhD

Founder DirectorDirector, Artificial Intelligence & Machine Learing WingDirector, Human-Computer Interaction WingDirector, Data Science Wing

References

1. 1.John Daugman. (1985). Uncertainty relation for resolution in space, spatial frequency, and orientation optimized by two-dimensional visual cortical filters. Journal of the Optical Society of America A, 2(7), 1160[10.1364/josaa.2.001160]
2. 2.Chengjun Liu, Harry Wechsler. (2002). Gabor feature based classification using the enhanced fisher linear discriminant model for face recognition. IEEE Transactions on Image Processing, 11(4), 467–476[10.1109/tip.2002.999679]
3. 3.Martin Lades, Jan C. Vorbrüggen, Joachim M. Buhmann, J. Lange, C. von der Malsburg, Rolf P. Würtz, Wolfgang Konen. (1993). Distortion invariant object recognition in the dynamic link architecture. IEEE Transactions on Computers, 42(3), 300–311[10.1109/12.210173]
4. 4.John Daugman. (1988). Complete discrete 2-D Gabor transforms by neural networks for image analysis and compression. IEEE Transactions on Acoustics Speech and Signal Processing, 36(7), 1169–1179[10.1109/29.1644]
5. 5.J.P. Jones, L. A. Palmer. (1987). An evaluation of the two-dimensional Gabor filter model of simple receptive fields in cat striate cortex. Journal of Neurophysiology, 58(6), 1233–1258[10.1152/jn.1987.58.6.1233]
6. 6.S. Marĉelja. (1980). Mathematical description of the responses of simple cortical cells*. Journal of the Optical Society of America, 70(11), 1297[10.1364/josa.70.001297]
7. 7.John Daugman. (1980). Two-dimensional spectral analysis of cortical receptive field profiles. Vision Research, 20(10), 847–856[10.1016/0042-6989(80)90065-6]
8. 8.Michael J. Lyons, J. Budynek, Shigeru Akamatsu. (1999). Automatic classification of single facial images. IEEE Transactions on Pattern Analysis and Machine Intelligence, 21(12), 1357–1362[10.1109/34.817413]
9. 9.Wenchao Zhang, Shiguang Shan, Wen Gao, Xilin Chen, Hongming Zhang. (2005). Local Gabor binary pattern histogram sequence (LGBPHS): a novel non-statistical model for face representation and recognition. , 786–791 Vol. 1[10.1109/iccv.2005.147]
10. 10.Gianluca Donato, Marian Stewart Bartlett, Joseph C. Hager, Paul Ekman, Terrence J. Sejnowski. (1999). Classifying facial actions. IEEE Transactions on Pattern Analysis and Machine Intelligence, 21(10), 974–989[10.1109/34.799905]
11. 11.Baochang Zhang, Shiguang Shan, Xilin Chen, Wen Gao. (2006). Histogram of Gabor Phase Patterns (HGPP): A Novel Object Representation Approach for Face Recognition. IEEE Transactions on Image Processing, 16(1), 57–68[10.1109/tip.2006.884956]
12. 12.Chengjun Liu. (2004). Gabor-based kernel pca with fractional power polynomial models for face recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence, 26(5), 572–581[10.1109/tpami.2004.1273927]
13. 13.Chengjun Liu, Harry Wechsler. (2003). Independent component analysis of gabor features for face recognition. IEEE Transactions on Neural Networks, 14(4), 919–928[10.1109/tnn.2003.813829]
14. 14.Shufu Xie, Shiguang Shan, Xilin Chen, Jie Chen. (2010). Fusing Local Patterns of Gabor Magnitude and Phase for Face Recognition. IEEE Transactions on Image Processing, 19(5), 1349–1361[10.1109/tip.2010.2041397]
15. 15.E. Hadjidemetriou, Michael Grossberg, Shree K. Nayar. (2004). Multiresolution histograms and their use for recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence, 26(7), 831–847[10.1109/tpami.2004.32]
16. 16.Wenchao Zhang, Shiguang Shan, Laiyun Qing, Xilin Chen, Wen Gao. (2008). Are Gabor phases really useless for face recognition?. Pattern Analysis and Applications, 12(3), 301–307[10.1007/s10044-008-0123-0]
17. 17.Bruce Poon, M. Ashraful Amin, Hong Yan. (2011). Performance evaluation and comparison of PCA Based human face recognition methods for distorted images. International Journal of Machine Learning and Cybernetics, 2(4), 245–259[10.1007/s13042-011-0023-2]
18. 18.Yimo Guo, Zhengguang Xu. (2008). Local Gabor phase difference pattern for face recognition. Proceedings - International Conference on Pattern Recognition/Proceedings/International Conference on Pattern Recognition, 1–4[10.1109/icpr.2008.4761167]
19. 19.Laiyun Qing, Shiguang Shan, Xilin Chen, Wen Gao. (2006). Face Recognition under Varying Lighting Based on the Probabilistic Model of Gabor Phase. , 1139–1142[10.1109/icpr.2006.528]
20. 20.Baochang Zhang, Zongli Wang, Bineng Zhong. (2008). Kernel Learning of Histogram of Local Gabor Phase Patterns for Face Recognition. EURASIP Journal on Advances in Signal Processing, 2008(1)[10.1155/2008/469109]
21. 21.Yimo Guo, Guoying Zhao, Jie Chen, Matti Pietikäinen, Zhengguang Xu. (2009). A New Gabor Phase Difference Pattern for Face and Ear Recognition. Lecture notes in computer science, 41–49[10.1007/978-3-642-03767-2_5]
22. 22.Iqbal Nouyed, Bruce Poon, M. Ashraful Amin, Hong Yan. (2011). Face recognition accuracy of Gabor phase representations at different scales and orientations. , 2008, 1767–1772[10.1109/icmlc.2011.6017000]