Fig. 1. Encoding process of the CSLBP descriptor.
Fig. 2. Wavelet decomposition of images under normal illumination (a) and severe illuminationvariation (b).
Fig. 3. Wavelet decomposition after nonlinear grayscale enhancement.
Fig. 4. Fusion process.
Fig. 5. DBN structure of three-layer RBM model.
Fig. 6. Illustration of the DBN framework.
Fig. 7. Examples of CMU-PIE face image.
Fig. 8. Recognition rate comparison on CMU-PIE database.
Fig. 9. First experiment scheme on the Extended Yale-B database.
Fig. 10. Results comparison of the first experiment on Extended Yale-B database.
Fig. 11. Second experiment scheme on the Extended Yale-B database.
Fig. 12. Results comparison of the second experiment on Extended Yale B database.
참고문헌
- M. P. Beham and S. M. M. Roomi, "A review of face recognition methods," International Journal of Pattern Recognition and Artificial Intelligence, vol. 27, no. 4, article ID. 1356005, 2013.
- P. J. Phillips, W. T. Scruggs, A. J. O'Toole, P. J. Flynn, K. W. Bowyer, C. L. Schott, and M. Sharpe, "FAVT 2006 and ICE 2006 large-scale experimental results," IEEE Transactions on Pattern Analysis Machine Intelligence, vol. 32, no. 5, pp. 831-846, 2010. https://doi.org/10.1109/TPAMI.2009.59
- P. J. Grother, G. W. Quinn, and P. J. Phillips, "Report on the evaluation of 2D still-image face recognition algorithms," NIST Interagency Report 7709, 2010.
- X. Zhao, Z. He, S. Zhang, S. Kaneko, and Y. Satoh, "Robust face recognition using the GAP feature," Pattern Recognition, vol. 46, no. 10, pp. 2647-2657, 2013. https://doi.org/10.1016/j.patcog.2013.03.015
- K. C. Lin, X. Wang, and Y. Q. Tan, "Adaptive region enhancement based facial feature localization under complex illumination," Chinese Journal of Scientific Instrument, vol. 35, no. 2, pp. 292-298, 2014.
- X. Y. Tan and T. Bill, "Enhanced local texture feature sets for face recognition under difficult lighting conditions," IEEE Transactions on Image Processing, vol. 19, no. 6, pp. 1635-1650, 2010. https://doi.org/10.1109/TIP.2010.2042645
- L. Lei, D. H. Kim, W. J. Park, and S. J. Ko, "Face recognition using LBP Eigenfaces," IEICE Transactions on Information and Systems, vol. 97, no. 7, pp. 1930-1932, 2014.
- G. Zhang, J. S. Chen, and J. Wang, "Local information enhanced LBP," Journal of Central South University, vol. 20, no. 11, pp. 3150-3155, 2013. https://doi.org/10.1007/s11771-013-1838-7
- W. S. Li, L. Chen, "The LBP integrating neighbor pixels on face recognition," Advanced Materials Research, vol. 756, pp. 3834-3840, 2013.
- W. Yuan, L. Huanhuan, W. Kefeng, and T. Hengqing, "Fusion with layered features of LBP and HOG for face recognition," Journal of Computer-Aided Design & Computer Graphics, vol. 27, no. 4, pp. 640-650, 2015.
- R. Davarzani, S. Mozaffari, and K. Yaghmaie, "Perceptual image hashing using center-symmetric local binary patterns," Multimedia Tools and Applications, vol. 75, no. 8, pp. 4639-4667, 2016. https://doi.org/10.1007/s11042-015-2496-6
- Y. Huixian, H. Dilong, L. Fan, L. Yang, and L. Zhao, "Face recognition based on bidirectional gradient centersymmetric local binary patterns," Journal of Computer-Aided Design & Computer Graphics, vol. 29, pp. 130-136, 2017.
- J. D. Li, Z. X. Chen, and C. Y. Liu, "Low-resolution face recognition based on blocking CS-LBP and weighted PCA," International Journal of Pattern Recognition and Artificial Intelligence, vol. 30, no. 8, article ID. 1656005, 2016.
- K. Gu, G. Zhai, X. Yang, and W. Zhang, "Deep learning network for blind image quality assessment," in Proceedings of 2014 IEEE International Conference on Image Processing (ICIP), Paris, France, 2014, pp. 511-515.
- J. Wu, Y. Yu, C. Huang, and K. Yu, "Deep multiple instance learning for image classification and auto annotation," in Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), Boston, MA, 2015, pp. 3460-3469.
- X. Ma, J. Geng, and H. Wang, "Hyperspectral image classification via contextual deep learning," EURASIP Journal on Image and Video Processing, vol. 2015, article no. 20, 2015.
- M. Wu and L. Chen, "Image recognition based on deep learning," in Proceedings of the 2015 Chinese Automation Congress (CAC 2015), Wuhan, China, 2015, pp. 542-546.
- L, Shao, Z. Cai, L. Liu, and K. Lu, "Performance evaluation of deep feature learning for RGB-D image-video classification," Information Sciences, vol. 385, pp. 266-283, 2017.
- S. F. Liang, Y. H. Liu, and L. C. Li, "Face recognition under unconstrained based on LBP and deep learning," Journal on Communications, vol. 35, no. 6, pp. 154-160, 2014.
- W. Zhang and W. Wang, "Face recognition based on local binary pattern and deep learning," Journal of Computer Applications, vol. 35, no. 5, pp. 1474-1478, 2015.
- X. Ma and Q. Sang, "Handwritten signature verification algorithm Based on LBP and deep learning," Chinese Journal of Quantum Electronics, vol. 34, no. 1, pp. 23-31, 2017.
- P. Liu, H. Zhang, and K. B. Eom, "Active deep learning for classification of hyperspectral image," IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 10, no. 2, pp. 712-724, 2017. https://doi.org/10.1109/JSTARS.2016.2598859
- P. Zhong, Z. Gong, S. Li, and C. B. Schonlieb, "Learning to diversify deep belief network for hyperspectral image classification," IEEE Transactions on Geoscience and Remote Sensing, vol. 55, no. 6, pp. 3516-3530, 2017. https://doi.org/10.1109/TGRS.2017.2675902
- Y. Chen, X. Zhao, and X. Jia, "Spectral-spatial classification of hyperspectral data based on deep belief network," IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 8, no. 6, pp. 2381-2392, 2015. https://doi.org/10.1109/JSTARS.2015.2388577
- S. Zhai, Q. Cao, and W. Xie, "Hierarchical face recognition framework based on wavelet feature and sparse representation classification," Computer Engineering and Application, vol. 52, no. 14, pp. 142-145, 2016.
- L. Chang, X. M. Deng, M. Q. Zhou, Z. K. Wu, Y. Yuan, S. Yang, H. A. Wang, "Convolutional neural networks in image understanding," Acta Automatica Sinica, vol. 42, no. 9, pp. 1300-1312, 2016.