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Volumn 6, Issue 1, 2014, Pages 44-57

Convolutional neural network for face recognition with pose and illumination variation

Author keywords

Biometric identification; Convolutional neural network; Face recognition; Stochastic diagonal levenberg marquardt

Indexed keywords


EID: 84899995651     PISSN: 23198613     EISSN: 09754024     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (71)

References (37)
  • 1
    • 84892087811 scopus 로고    scopus 로고
    • Biometric System and Data Analysis: Springer
    • T. Dunstone and N. Yager, Biometric System and Data Analysis: Springer, 2009.
    • (2009)
    • Dunstone, T.1    Yager, N.2
  • 3
    • 12844263684 scopus 로고    scopus 로고
    • Convolutional face finder: a neural architecture for fast and robust face detection
    • C. Garcia and M. Delakis, "Convolutional face finder: a neural architecture for fast and robust face detection," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 26, pp. 1408-1423, 2004.
    • (2004) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.26 , pp. 1408-1423
    • Garcia, C.1    Delakis, M.2
  • 4
    • 24644436425 scopus 로고    scopus 로고
    • Learning a Similarity Metric Discriminatively, with Application to Face Verification
    • S. Chopra, R. Hadsell, and Y. LeCun, "Learning a Similarity Metric Discriminatively, with Application to Face Verification," in In Proceedings of CVPR (1) 2005, 2005, pp. 539-546.
    • (2005) Proceedings of CVPR , vol.2005 , Issue.1 , pp. 539-546
    • Chopra, S.1    Hadsell, R.2    LeCun, Y.3
  • 6
    • 33845597145 scopus 로고    scopus 로고
    • Large-scale Learning with SVM and Convolutional Nets for Generic Object Categorization
    • Proceedings of Computer Vision and Pattern Recognition Conference
    • F. J. Huang and Y. LeCun, "Large-scale Learning with SVM and Convolutional Nets for Generic Object Categorization," in Proceedings of Computer Vision and Pattern Recognition Conference, 2006.
    • (2006)
    • Huang, F.J.1    LeCun, Y.2
  • 7
    • 78650587077 scopus 로고    scopus 로고
    • A Very High Accuracy Handwritten Character Recognition System for Farsi/Arabic Digits Using Convolutional Neural Networks
    • 2010 IEEE Fifth International Conference on Bio-Inspired Computing: Theories and Applications (BIC-TA)
    • Ahranjany, Razzazi, Ghassemian, and M.-H. Hassan, "A Very High Accuracy Handwritten Character Recognition System for Farsi/Arabic Digits Using Convolutional Neural Networks," in 2010 IEEE Fifth International Conference on Bio-Inspired Computing: Theories and Applications (BIC-TA), 2010.
    • (2010)
    • Ahranjany1    Razzazi2    Ghassemian3    Hassan, M.-H.4
  • 8
    • 56549088942 scopus 로고    scopus 로고
    • Texture Classification using Convolutional Neural Networks
    • 2006 IEEE Region 10 Conference TENCON
    • T. Fok Hing Chi and A. Bouzerdoum, "Texture Classification using Convolutional Neural Networks," in 2006 IEEE Region 10 Conference TENCON, 2006, pp. 1-4.
    • (2006) , pp. 1-4
    • Fok Hing Chi, T.1    Bouzerdoum, A.2
  • 9
    • 36549013312 scopus 로고    scopus 로고
    • An Efficient Algorithm for Kernel Two-Dimensional Principal Component Analysis
    • N. Sun, H.-x. Wang, Z.-h. Ji, C.-r. Zou, and L. Zhao, "An Efficient Algorithm for Kernel Two-Dimensional Principal Component Analysis," Neural Computing and Applications, vol. 17, pp. 59-64, 2008.
    • (2008) Neural Computing and Applications , vol.17 , pp. 59-64
    • Sun, N.1    Wang, H.-X.2    Ji, Z.-H.3    Zou, C.-R.4    Zhao, L.5
  • 10
    • 5044231639 scopus 로고    scopus 로고
    • Dual-Space Linear Discriminant Analysis for Face Recognition
    • Proceedings of the 2004 IEEE Computer Society Conference on Computer Vision and Pattern Recognition
    • X. Wang and X. Tang, "Dual-Space Linear Discriminant Analysis for Face Recognition," in Proceedings of the 2004 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2004, pp. II-564 - II-569.
    • (2004) , pp. 564-569
    • Wang, X.1    Tang, X.2
  • 11
    • 77949589327 scopus 로고    scopus 로고
    • 2D-DCT Distance Based Face Recognition Using a Reduced Number of Coefficients
    • XXII Brazilian Symposium on Computer Graphics and Image Processing (SIBGRAPI)
    • D. Omaia, J. v. d. Poel, and L. V.Batista, "2D-DCT Distance Based Face Recognition Using a Reduced Number of Coefficients," in XXII Brazilian Symposium on Computer Graphics and Image Processing (SIBGRAPI), 2009, pp. 291-298.
    • (2009) , pp. 291-298
    • Omaia, D.1    Poel, J.V.D.2    Batista, L.V.3
  • 12
    • 84874355605 scopus 로고    scopus 로고
    • Automatic face recognition in a crowded scene using multi layered clutter filtering and independent component analysis
    • Intelligent Systems Design and Applications (ISDA), 2012 12th International Conference on
    • D. N. Chandrappa and M. Ravishankar, "Automatic face recognition in a crowded scene using multi layered clutter filtering and independent component analysis," in Intelligent Systems Design and Applications (ISDA), 2012 12th International Conference on, 2012, pp. 552-556.
    • (2012) , pp. 552-556
    • Chandrappa, D.N.1    Ravishankar, M.2
  • 13
    • 84905403254 scopus 로고    scopus 로고
    • Face Recognition by Support Vector Machines
    • Proceedings of the Fourth IEEE International Conference on Automatic Face and Gesture Recognition
    • G. Guo, S. Z. Li, and K. Chan, "Face Recognition by Support Vector Machines," in Proceedings of the Fourth IEEE International Conference on Automatic Face and Gesture Recognition 2000, pp. 196-201.
    • (2000) , pp. 196-201
    • Guo, G.1    Li, S.Z.2    Chan, K.3
  • 14
    • 33847365328 scopus 로고    scopus 로고
    • Face Recognition based on Orthogonal Discriminant Locality Preserving Projections
    • Advances in Computational Intelligence and Learning - 14th European Symposium on Artificial Neural Networks, 2006
    • L. Zhu and S. Zhu, "Face Recognition based on Orthogonal Discriminant Locality Preserving Projections," Advances in Computational Intelligence and Learning - 14th European Symposium on Artificial Neural Networks 2006, vol. 70, pp. 1543-1546, 2007.
    • (2007) , vol.70 , pp. 1543-1546
    • Zhu, L.1    Zhu, S.2
  • 15
    • 0141633943 scopus 로고    scopus 로고
    • Human face recognition based on radial basis probabilistic neural network
    • Neural Networks, 2003. Proceedings of the International Joint Conference on
    • G. Lin and H. De-Shuang, "Human face recognition based on radial basis probabilistic neural network," in Neural Networks, 2003. Proceedings of the International Joint Conference on, 2003, pp. 2208-2211 vol.3.
    • (2003) , vol.3 , pp. 2208-2211
    • Lin, G.1    De-Shuang, H.2
  • 16
    • 70449866385 scopus 로고    scopus 로고
    • Multi triangle based automatic face recognition system by using 3D geometric face feature
    • Instrumentation and Measurement Technology Conference, 2009. I2MTC '09. IEEE
    • T. Moe Ma Ma and M. M. Sein, "Multi triangle based automatic face recognition system by using 3D geometric face feature," in Instrumentation and Measurement Technology Conference, 2009. I2MTC '09. IEEE, 2009, pp. 895-899.
    • (2009) , pp. 895-899
    • Moe Ma Ma, T.1    Sein, M.M.2
  • 17
    • 77954527363 scopus 로고    scopus 로고
    • Real Time Face Recognition System Based on EBGM Framework
    • Computer Modelling and Simulation (UKSim), 2010 12th International Conference on
    • A. Z. Pervaiz, "Real Time Face Recognition System Based on EBGM Framework," in Computer Modelling and Simulation (UKSim), 2010 12th International Conference on, 2010, pp. 262-266.
    • (2010) , pp. 262-266
    • Pervaiz, A.Z.1
  • 18
    • 10044297612 scopus 로고    scopus 로고
    • Hybrid hidden Markov model for face recognition
    • Image Analysis and Interpretation, 2000.
    • H. Othman and T. Aboulnasr, "Hybrid hidden Markov model for face recognition," in Image Analysis and Interpretation, 2000. Proceedings. 4th IEEE Southwest Symposium, 2000, pp. 36-40.
    • (2000) Proceedings. 4th IEEE Southwest Symposium , pp. 36-40
    • Othman, H.1    Aboulnasr, T.2
  • 19
    • 46649094583 scopus 로고    scopus 로고
    • Pose-Robust Facial Expression Recognition Using View-Based 2D + 3D AAM
    • Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
    • J. Sung and K. Daijin, "Pose-Robust Facial Expression Recognition Using View-Based 2D + 3D AAM," Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on, vol. 38, pp. 852-866, 2008.
    • (2008) , vol.38 , pp. 852-866
    • Sung, J.1    Daijin, K.2
  • 20
    • 70449421472 scopus 로고    scopus 로고
    • Modular Image Principal Component Analysis for face recognition
    • Neural Networks, 2009. IJCNN 2009. International Joint Conference on
    • J. F. Pereira, G. D. C. Cavalcanti, and R. Tsang Ing, "Modular Image Principal Component Analysis for face recognition," in Neural Networks, 2009. IJCNN 2009. International Joint Conference on, 2009, pp. 2481-2486.
    • (2009) , pp. 2481-2486
    • Pereira, J.F.1    Cavalcanti, G.D.C.2    Tsang Ing, R.3
  • 21
    • 51849136421 scopus 로고    scopus 로고
    • Decision level fusion of hybrid local features for face recognition
    • Neural Networks and Signal Processing, 2008 International Conference on
    • C. Cunjian, "Decision level fusion of hybrid local features for face recognition," in Neural Networks and Signal Processing, 2008 International Conference on, 2008, pp. 199-204.
    • (2008) , pp. 199-204
    • Cunjian, C.1
  • 22
    • 84899999683 scopus 로고    scopus 로고
    • 3D Face Hierarchical Recognition Based on Geometric and Curvature Features
    • Computer Network and Multimedia Technology, 2009. CNMT 2009. International Symposium on
    • L. Yunqi, L. Qingmin, S. Xiaobing, S. Zhenxiang, and C. Dongjie, "3D Face Hierarchical Recognition Based on Geometric and Curvature Features," in Computer Network and Multimedia Technology, 2009. CNMT 2009. International Symposium on, 2009, pp. 1-4.
    • (2009) , pp. 1-4
    • Yunqi, L.1    Qingmin, L.2    Xiaobing, S.3    Zhenxiang, S.4    Dongjie, C.5
  • 26
    • 84945900998 scopus 로고    scopus 로고
    • Best Practices for Convolutional Neural Networks Applied to Visual Document Analysis
    • Seventh International Conference on Document Analysis and Recognition
    • P. Y.Simard, D. Steinkraus, and J. C.Platt, "Best Practices for Convolutional Neural Networks Applied to Visual Document Analysis," in Seventh International Conference on Document Analysis and Recognition, 2003, pp. 958-963.
    • (2003) , pp. 958-963
    • Simard, P.Y.1    Steinkraus, D.2    Platt, J.C.3
  • 28
    • 42549107234 scopus 로고    scopus 로고
    • Efficient BackProp
    • Neural Networks: Tricks of the trade, Springer, ed
    • Y. LeCun, L. Bottou, B. Orr, and K. Muller, "Efficient BackProp," in Neural Networks: Tricks of the trade, Springer, ed, 1998.
    • (1998)
    • LeCun, Y.1    Bottou, L.2    Orr, B.3    Muller, K.4
  • 29
    • 0025489075 scopus 로고
    • The self-organizing map
    • T. Kohonen, "The self-organizing map," Proceedings of the IEEE, vol. 78, pp. 1464-1480, 1990.
    • (1990) Proceedings of the IEEE , vol.78 , pp. 1464-1480
    • Kohonen, T.1
  • 31
    • 80052901219 scopus 로고    scopus 로고
    • Learning a discriminative dictionary for sparse coding via label consistent k-svd
    • Computer Vision and Pattern Recognition (CVPR), 2011 IEEE Conference on
    • Z. Jiang, Z. Lin, and L. S. Davis, "Learning a discriminative dictionary for sparse coding via label consistent k-svd," in Computer Vision and Pattern Recognition (CVPR), 2011 IEEE Conference on, 2011, pp. 1697-1704.
    • (2011) , pp. 1697-1704
    • Jiang, Z.1    Lin, Z.2    Davis, L.S.3
  • 32
    • 84861164072 scopus 로고    scopus 로고
    • Dictionary-based face recognition under variable lighting and pose
    • IEEE Transactions on
    • V. M. Patel, T. Wu, S. Biswas, P. J. Phillips, and R. Chellappa, "Dictionary-based face recognition under variable lighting and pose," Information Forensics and Security, IEEE Transactions on, vol. 7, pp. 954-965, 2012.
    • (2012) Information Forensics and Security , vol.7 , pp. 954-965
    • Patel, V.M.1    Wu, T.2    Biswas, S.3    Phillips, P.J.4    Chellappa, R.5
  • 33
    • 33750800575 scopus 로고    scopus 로고
    • Facial expression classification using gabor and log-gabor filters
    • Automatic Face and Gesture Recognition, 2006. FGR 2006. 7th International Conference on
    • N. Rose, "Facial expression classification using gabor and log-gabor filters," in Automatic Face and Gesture Recognition, 2006. FGR 2006. 7th International Conference on, 2006, pp. 346-350.
    • (2006) , pp. 346-350
    • Rose, N.1
  • 34
    • 35648979924 scopus 로고    scopus 로고
    • A parameterized direct LDA and its application to face recognition
    • F. Song, D. Zhang, J. Wang, H. Liu, and Q. Tao, "A parameterized direct LDA and its application to face recognition," Neurocomputing, vol. 71, pp. 191-196, 2007.
    • (2007) Neurocomputing , vol.71 , pp. 191-196
    • Song, F.1    Zhang, D.2    Wang, J.3    Liu, H.4    Tao, Q.5
  • 35
    • 11344286621 scopus 로고    scopus 로고
    • Multi-view face identification and pose estimation using B-spline interpolation
    • F. Shih, C. Fu, and K. Zhang, "Multi-view face identification and pose estimation using B-spline interpolation," Information Sciences, vol. 169, pp. 189-204, 2005.
    • (2005) Information Sciences , vol.169 , pp. 189-204
    • Shih, F.1    Fu, C.2    Zhang, K.3
  • 36
    • 84899463658 scopus 로고    scopus 로고
    • DWT based Feature Extraction using Edge Tracked Scale Normalization for Enhanced Face Recognition
    • B. Rinky, P. Mondal, K. Manikantan, and S. Ramachandran, "DWT based Feature Extraction using Edge Tracked Scale Normalization for Enhanced Face Recognition," Procedia Technology, vol. 6, pp. 344-353, 2012.
    • (2012) Procedia Technology , vol.6 , pp. 344-353
    • Rinky, B.1    Mondal, P.2    Manikantan, K.3    Ramachandran, S.4
  • 37
    • 84899463562 scopus 로고    scopus 로고
    • DWT Feature Extraction Based Face Recognition using Intensity Mapped Unsharp Masking and Laplacian of Gaussian Filtering with Scalar Multiplier
    • G. S. Yaji, S. Sarkar, K. Manikantan, and S. Ramachandran, "DWT Feature Extraction Based Face Recognition using Intensity Mapped Unsharp Masking and Laplacian of Gaussian Filtering with Scalar Multiplier," Procedia Technology, vol. 6, pp. 475-484, 2012.
    • (2012) Procedia Technology , vol.6 , pp. 475-484
    • Yaji, G.S.1    Sarkar, S.2    Manikantan, K.3    Ramachandran, S.4


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