A Survey of Face Recognition Techniques

Face recognition presents a challenging problem in the field of image analysis and computer vision, and as such has received a great deal of attention over the last few years because of its many applications in various domains. Face recognition techniques can be broadly divided into three categories based on the face data acquisition methodology: methods that operate on intensity images; those that deal with video sequences; and those that require other sensory data such as 3D information or infra-red imagery. In this paper, an overview of some of the well-known methods in each of these categories is provided and some of the benefits and drawbacks of the schemes mentioned therein are examined. Furthermore, a discussion outlining the incentive for using face recognition, the applications of this technology, and some of the difficulties plaguing current systems with regard to this task has also been provided. This paper also mentions some of the most recent algorithms developed for this purpose and attempts to give an idea of the state of the art of face recognition technology.

[1]  Bruce A. Draper,et al.  Recognizing faces with PCA and ICA , 2003, Comput. Vis. Image Underst..

[2]  Rama Chellappa,et al.  Human and machine recognition of faces: a survey , 1995, Proc. IEEE.

[3]  Shaohua Kevin Zhou,et al.  Exemplar-based face recognition from video , 2002, Proceedings of Fifth IEEE International Conference on Automatic Face Gesture Recognition.

[4]  Narendra Ahuja,et al.  Detecting Faces in Images: A Survey , 2002, IEEE Trans. Pattern Anal. Mach. Intell..

[5]  Robert E. Schapire,et al.  The Boosting Approach to Machine Learning An Overview , 2003 .

[6]  Norbert Krüger,et al.  Face recognition by elastic bunch graph matching , 1997, Proceedings of International Conference on Image Processing.

[7]  Modesto Castrillón,et al.  Face recognition using independent component analysis and support vector machines , 2003 .

[8]  조수원 University of Maryland at College Park의 곤충학과 소개 , 1997 .

[9]  Michael Werman,et al.  Reconstruction of high resolution 3D visual information , 1994, 1994 Proceedings of IEEE Conference on Computer Vision and Pattern Recognition.

[10]  Monson H. Hayes,et al.  Face Recognition Using An Embedded HMM , 1999 .

[11]  Jongsun Kim,et al.  Face Recognition Based on Locally Salient ICA Information , 2004, ECCV Workshop BioAW.

[12]  Richard O. Duda,et al.  Pattern classification and scene analysis , 1974, A Wiley-Interscience publication.

[13]  Roberto Marcondes Cesar Junior,et al.  Detection and Tracking of Facial Features in Video Sequences , 2000, MICAI.

[14]  Kenneth J. Breeding,et al.  The Automatic Recognition of Human Faces from Profile Silhouettes , 1976, IEEE Transactions on Systems, Man, and Cybernetics.

[15]  Roberto Brunelli,et al.  Face Recognition through Geometrical Features , 1992, ECCV.

[16]  Anil K. Jain,et al.  Combining classifiers for face recognition , 2003, 2003 International Conference on Multimedia and Expo. ICME '03. Proceedings (Cat. No.03TH8698).

[17]  Paola Campadelli,et al.  A Face Recognition System Based on Local Feature Characterization , 2003, Advanced Studies in Biometrics.

[18]  Richa Singh,et al.  Integrated multilevel image fusion and match score fusion of visible and infrared face images for robust face recognition , 2008, Pattern Recognit..

[19]  Gita Sukthankar,et al.  Face Recognition: A Critical Look at Biologically-Inspired Approaches , 2000 .

[20]  Alan L. Yuille,et al.  Feature extraction from faces using deformable templates , 2004, International Journal of Computer Vision.

[21]  Ja-Chen Lin,et al.  A new LDA-based face recognition system which can solve the small sample size problem , 1998, Pattern Recognit..

[22]  Anil K. Jain,et al.  Integrating Range and Texture Information for 3D Face Recognition , 2005, 2005 Seventh IEEE Workshops on Applications of Computer Vision (WACV/MOTION'05) - Volume 1.

[23]  Ming-Chao Chiang,et al.  Local blur estimation and super-resolution , 1997, Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[24]  Joseph Wilder,et al.  Comparison of visible and infra-red imagery for face recognition , 1996, Proceedings of the Second International Conference on Automatic Face and Gesture Recognition.

[25]  Ah Chung Tsoi,et al.  Face recognition: a convolutional neural-network approach , 1997, IEEE Trans. Neural Networks.

[26]  Hyeonjoon Moon,et al.  Biometrics Person Authentication Using Projection-Based Face Recognition System in Verification Scenario , 2004, ICBA.

[27]  J. Cartoux,et al.  Face authentification or recognition by profile extraction from range images , 1989, [1989] Proceedings. Workshop on Interpretation of 3D Scenes.

[28]  Robert P. W. Duin,et al.  Multiclass Linear Dimension Reduction by Weighted Pairwise Fisher Criteria , 2001, IEEE Trans. Pattern Anal. Mach. Intell..

[29]  Brunelli Poggio,et al.  HyberBF Networks for Gender Classification , 1992 .

[30]  Anil K. Jain,et al.  Integrating Faces, Fingerprints, and Soft Biometric Traits for User Recognition , 2004, ECCV Workshop BioAW.

[31]  Gian Luca Marcialis,et al.  Fusion of LDA and PCA for Face Verification , 2002, Biometric Authentication.

[32]  H. Sebastian Seung,et al.  The Manifold Ways of Perception , 2000, Science.

[33]  Konstantinos N. Plataniotis,et al.  Boosting face recognition on a large-scale database , 2002, Proceedings. International Conference on Image Processing.

[34]  Manuele Bicego,et al.  3D Face Recognition Using Stereoscopic Vision , 2003, Advanced Studies in Biometrics.

[35]  Ingemar J. Cox,et al.  Feature-based face recognition using mixture-distance , 1996, Proceedings CVPR IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[36]  B. K. Julsing,et al.  Face Recognition with Local Binary Patterns , 2012 .

[37]  Anil K. Jain,et al.  Algorithms for Clustering Data , 1988 .

[38]  Stan Z. Li,et al.  Nearest manifold approach for face recognition , 2004, Sixth IEEE International Conference on Automatic Face and Gesture Recognition, 2004. Proceedings..

[39]  V. Kamakoti,et al.  Face Recognition Using Weighted Modular Principle Component Analysis , 2004, ICONIP.

[40]  Marian Stewart Bartlett,et al.  Face recognition by independent component analysis , 2002, IEEE Trans. Neural Networks.

[41]  George D. C. Cavalcanti,et al.  Eigenbands fusion for frontal face recognition , 2003, Proceedings 2003 International Conference on Image Processing (Cat. No.03CH37429).

[42]  Esra Vural,et al.  Video based detection of driver fatigue , 2009 .

[43]  Gian Luca Marcialis,et al.  Fusion of appearance-based face recognition algorithms , 2004, Pattern Analysis and Applications.

[44]  Jiri Matas,et al.  Learning support vectors for face verification and recognition , 2000, Proceedings Fourth IEEE International Conference on Automatic Face and Gesture Recognition (Cat. No. PR00580).

[45]  J. Tenenbaum,et al.  A global geometric framework for nonlinear dimensionality reduction. , 2000, Science.

[46]  Gian Luca Marcialis,et al.  Fusion of LDA and PCA for Face Recognition , 2002 .

[47]  Oscar Castillo,et al.  Human Recognition using Face, Fingerprint and Voice , 2005 .

[48]  Weiguo Gong,et al.  Gabor Features-Based Classification Using SVM for Face Recognition , 2005, ISNN.

[49]  Tanzeem Choudhury,et al.  Multimodal person recognition using unconstrained audio and video , 1998 .

[50]  C. Colombo,et al.  Human-computer interaction based on eye movement tracking , 1995, Proceedings of Conference on Computer Architectures for Machine Perception.

[51]  M. K. Khan,et al.  Machine identification of human faces , 1981, Pattern Recognition.

[52]  Yoav Freund,et al.  A decision-theoretic generalization of on-line learning and an application to boosting , 1997, EuroCOLT.

[53]  Wen Gao,et al.  Component-Based Cascade Linear Discriminant Analysis for Face Recognition , 2004, SINOBIOMETRICS.

[54]  Sandor Z. Der,et al.  FERET (Face Recognition Technology) Recognition Algorithm Development and Test Results. , 1996 .

[55]  Abdul Nasser S. Abu-Rezq,et al.  Combined Classifiers for Invariant Face Recognition , 2000, Pattern Analysis & Applications.

[56]  Ferdinando Silvestro Samaria,et al.  Face recognition using Hidden Markov Models , 1995 .

[57]  Songcan Chen,et al.  Adaptively weighted sub-pattern PCA for face recognition , 2005, Neurocomputing.

[58]  Heekuck Oh,et al.  Neural Networks for Pattern Recognition , 1993, Adv. Comput..

[59]  Roberto Brunelli,et al.  Person identification using multiple cues , 1995, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[60]  M. A. Grudin,et al.  On internal representations in face recognition systems , 2000, Pattern Recognit..

[61]  Narendra Ahuja,et al.  Learning recognition and segmentation of 3-D objects from 2-D images , 1993, 1993 (4th) International Conference on Computer Vision.

[62]  Hae-Chul Choi,et al.  Generalized elastic graph matching for face recognition , 2007, Pattern Recognit. Lett..

[63]  Lawrence B. Wolff,et al.  Quantitative measurement of illumination invariance for face recognition using thermal infrared imagery , 2003, SPIE Optics + Photonics.

[64]  Ning Sun,et al.  An efficient algorithm for Kernel two-dimensional principal component analysis , 2007, Neural Computing and Applications.

[65]  Jiri Matas,et al.  Audio-visual person verification , 1999, Proceedings. 1999 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No PR00149).

[66]  Chengjun Liu,et al.  Evolutionary Pursuit and Its Application to Face Recognition , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[67]  Majid Ahmadi,et al.  N-feature neural network human face recognition , 2004, Image Vis. Comput..

[68]  Konstantinos N. Plataniotis,et al.  Face recognition using LDA-based algorithms , 2003, IEEE Trans. Neural Networks.

[69]  Patrick J. Flynn,et al.  Visible-light and Infrared Face Recognition , 2003 .

[70]  Xin Chen,et al.  IR and visible light face recognition , 2005, Comput. Vis. Image Underst..

[71]  Seong G. Kong,et al.  Fusion of Visual and Thermal Signatures with Eyeglass Removal for Robust Face Recognition , 2004, 2004 Conference on Computer Vision and Pattern Recognition Workshop.

[72]  Xihong Wu,et al.  Boosting Local Binary Pattern (LBP)-Based Face Recognition , 2004, SINOBIOMETRICS.

[73]  Konstantinos N. Plataniotis,et al.  Boosting linear discriminant analysis for face recognition , 2003, Proceedings 2003 International Conference on Image Processing (Cat. No.03CH37429).

[74]  Paul J. Besl,et al.  A Method for Registration of 3-D Shapes , 1992, IEEE Trans. Pattern Anal. Mach. Intell..

[75]  Sungyoung Lee,et al.  Block LDA for Face Recognition , 2005, IWANN.

[76]  David Zhang,et al.  A parameterized direct LDA and its application to face recognition , 2007, Neurocomputing.

[77]  Abbes Amira,et al.  Structural hidden Markov models for biometrics: Fusion of face and fingerprint , 2008, Pattern Recognit..

[78]  G. Sommer,et al.  Affine real-time face tracking using a wavelet network , 1999, Proceedings International Workshop on Recognition, Analysis, and Tracking of Faces and Gestures in Real-Time Systems. In Conjunction with ICCV'99 (Cat. No.PR00378).

[79]  Volkan Atalay,et al.  PCA for gender estimation: which eigenvectors contribute? , 2002, Object recognition supported by user interaction for service robots.

[80]  Antonio Albiol,et al.  Face recognition using HOG-EBGM , 2008, Pattern Recognit. Lett..

[81]  Remco C. Veltkamp,et al.  A Survey of 3D Face Recognition Methods , 2005, AVBPA.

[82]  Oscar Castillo,et al.  Face recognition using modular neural networks and the fuzzy Sugeno integral for response integration: Research Articles , 2005 .

[83]  Lawrence B. Wolff,et al.  Illumination invariant face recognition using thermal infrared imagery , 2001, Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition. CVPR 2001.

[84]  Sudeep Sarkar,et al.  Evaluation and analysis of a face and voice outdoor multi-biometric system , 2007, Pattern Recognit. Lett..

[85]  John Moody,et al.  Fast Learning in Networks of Locally-Tuned Processing Units , 1989, Neural Computation.

[86]  Xin Yang,et al.  Face Recognition Using Enhanced Fisher Linear Discriminant Model with Facial Combined Feature , 2004, PRICAI.

[87]  Michael G. Strintzis,et al.  Use of depth and colour eigenfaces for face recognition , 2003, Pattern Recognit. Lett..

[88]  Xiaoou Tang,et al.  Kernel scatter-difference based discriminant analysis for face recognition , 2004, Proceedings of the 17th International Conference on Pattern Recognition, 2004. ICPR 2004..

[89]  Kap Luk Chan,et al.  Face recognition based on discriminative manifold learning , 2004, ICPR 2004.

[90]  P J. Phillips,et al.  Face Recognition Vendor Test 2000: Evaluation Report , 2001 .

[91]  LinLin Shen,et al.  Face authentication test on the BANCA database , 2004, Proceedings of the 17th International Conference on Pattern Recognition, 2004. ICPR 2004..

[92]  Tomaso A. Poggio,et al.  Face recognition: component-based versus global approaches , 2003, Comput. Vis. Image Underst..

[93]  Anil K. Jain,et al.  Statistical Pattern Recognition: A Review , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[94]  Dimitris N. Metaxas,et al.  Image-Based Stress Recognition Using a Model-Based Dynamic Face Tracking System , 2004, International Conference on Computational Science.

[95]  Tieniu Tan,et al.  Nearest intra-class space classifier for face recognition , 2004, ICPR 2004.

[96]  Gordon Erlebacher,et al.  A novel technique for face recognition using range imaging , 2003, Seventh International Symposium on Signal Processing and Its Applications, 2003. Proceedings..

[97]  Kwanghoon Sohn,et al.  Local Feature Based 3D Face Recognition , 2005, AVBPA.

[98]  L Sirovich,et al.  Low-dimensional procedure for the characterization of human faces. , 1987, Journal of the Optical Society of America. A, Optics and image science.

[99]  David J. Kriegman,et al.  Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection , 1996, ECCV.

[100]  Kohji Fukunaga,et al.  Introduction to Statistical Pattern Recognition-Second Edition , 1990 .

[101]  Alejandro F. Frangi,et al.  Two-dimensional PCA: a new approach to appearance-based face representation and recognition , 2004 .

[102]  Sven Loncaric,et al.  A Scale-Space Approach to Face Recognition from Profiles , 1999, CAIP.

[103]  Xian Zhang,et al.  Video Program Clustering Indexing Based on Face Recognition Hybrid Model of Hidden Markov Model and Support Vector Machine , 2004, IWCIA.

[104]  Witold Pedrycz,et al.  Face recognition: A study in information fusion using fuzzy integral , 2005, Pattern Recognit. Lett..

[105]  Daniel Rueckert,et al.  Evaluation of automatic 4D face recognition using surface and texture registration , 2004, Sixth IEEE International Conference on Automatic Face and Gesture Recognition, 2004. Proceedings..

[106]  Eddy Mayoraz,et al.  Improved Pairwise Coupling Classification with Correcting Classifiers , 1998, ECML.

[107]  Rahul Sukthankar,et al.  Memory-based face recognition for visitor identification , 2000, Proceedings Fourth IEEE International Conference on Automatic Face and Gesture Recognition (Cat. No. PR00580).

[108]  Azriel Rosenfeld,et al.  Face recognition: A literature survey , 2003, CSUR.

[109]  M. Sugeno,et al.  An interpretation of fuzzy measures and the Choquet integral as an integral with respect to a fuzzy , 1989 .

[110]  Lawrence K. Saul,et al.  Think Globally, Fit Locally: Unsupervised Learning of Low Dimensional Manifold , 2003, J. Mach. Learn. Res..

[111]  Ming-Hsuan Yang,et al.  Learning Gender with Support Faces , 2002, IEEE Trans. Pattern Anal. Mach. Intell..

[112]  Xilin Chen,et al.  A PDA-based face recognition system , 2002, Sixth IEEE Workshop on Applications of Computer Vision, 2002. (WACV 2002). Proceedings..

[113]  Shaogang Gong,et al.  Dynamic Vision - From Images to Face Recognition , 2000 .

[114]  Daoqiang Zhang,et al.  Diagonal principal component analysis for face recognition , 2006, Pattern Recognit..

[115]  Geoffrey E. Hinton,et al.  Global Coordination of Local Linear Models , 2001, NIPS.

[116]  Sungyoung Lee,et al.  An Improvement on PCA Algorithm for Face Recognition , 2005, ISNN.

[117]  H. Wechsler,et al.  Comparative Assessment of Independent Component Analysis (ICA) for Face Recognition , 1999 .

[118]  Tony Jebara,et al.  3D Pose Estimation and Normalization for Face Recognition , 1995 .

[119]  Pang Yan-wei A Novel Gabor-LDA Based Face Recognition Method , 2006 .

[120]  Horst Bunke,et al.  Combination of Classifiers on the Decision Level for Face Recognition , 1996 .

[121]  Yuxiao Hu,et al.  Discriminant Analysis on Embedded Manifold , 2004, ECCV.

[122]  Robert J. Baron,et al.  Mechanisms of Human Facial Recognition , 1981, Int. J. Man Mach. Stud..

[123]  Diego A. Socolinsky,et al.  Appearance-Based Facial Recognition Using Visible and Thermal Imagery: A Comparative Study , 2006 .

[124]  Keinosuke Fukunaga,et al.  Introduction to Statistical Pattern Recognition , 1972 .

[125]  Xiaoli Zhou,et al.  Feature fusion of side face and gait for video-based human identification , 2008, Pattern Recognit..

[126]  Ioannis T. Pavlidis,et al.  Fusion of Infrared and Visible Images for Face Recognition , 2004, ECCV.

[127]  Hyeonjoon Moon,et al.  The FERET Evaluation Methodology for Face-Recognition Algorithms , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[128]  Xiao-Yuan Jing,et al.  Face and palmprint feature level fusion for single sample biometrics recognition , 2007, Neurocomputing.

[129]  Changle Zhou,et al.  Face recognition using support vector machines with the robust feature , 2003, The 12th IEEE International Workshop on Robot and Human Interactive Communication, 2003. Proceedings. ROMAN 2003..

[130]  Bernhard Schölkopf,et al.  Nonlinear Component Analysis as a Kernel Eigenvalue Problem , 1998, Neural Computation.

[131]  Feihu Qi,et al.  Automatic Face Recognition by Support Vector Machines , 2004, IWCIA.

[132]  Mark S. Nixon,et al.  Eye Spacing Measurement for Facial Recognition , 1985, Optics & Photonics.

[133]  Brendan J. Frey,et al.  A probabilistic framework for embedded face and facial expression recognition , 1999, Proceedings. 1999 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No PR00149).

[134]  Sung Yong Shin,et al.  Scattered Data Interpolation with Multilevel B-Splines , 1997, IEEE Trans. Vis. Comput. Graph..

[135]  Karim Faez,et al.  Neural network based face recognition with moment invariants , 2001, Proceedings 2001 International Conference on Image Processing (Cat. No.01CH37205).

[136]  Kwang-Baek Kim,et al.  Intelligent Immigration Control System by Using Passport Recognition and Face Verification , 2005, ISNN.

[137]  Alex Pentland,et al.  View-based and modular eigenspaces for face recognition , 1994, 1994 Proceedings of IEEE Conference on Computer Vision and Pattern Recognition.

[138]  Shaohua Kevin Zhou,et al.  A comparison of subspace analysis for face recognition , 2003, 2003 International Conference on Multimedia and Expo. ICME '03. Proceedings (Cat. No.03TH8698).

[139]  徐繼聖 從Face Recognition Vendor Test (FRVT) 2006看臉部辨?科技近期的考驗 , 2006 .

[140]  J. Friedman Regularized Discriminant Analysis , 1989 .

[141]  Shiwei Tang,et al.  Face recognition using improved pairwise coupling support vector machines , 2002, Proceedings of the 9th International Conference on Neural Information Processing, 2002. ICONIP '02..

[142]  Ian Craw,et al.  Finding Face Features , 1992, ECCV.

[143]  Zhaohui Wu,et al.  Automatic 3D face verification from range data , 2003, 2003 International Conference on Multimedia and Expo. ICME '03. Proceedings (Cat. No.03TH8698).

[144]  Seong G. Kong,et al.  Recent advances in visual and infrared face recognition - a review , 2005, Comput. Vis. Image Underst..

[145]  L. D. Harmon,et al.  Identification of human face profiles by computer , 1978, Pattern Recognit..

[146]  Chahab Nastar,et al.  Real-time face recognition using feature combination , 1998, Proceedings Third IEEE International Conference on Automatic Face and Gesture Recognition.

[147]  Yuxiao Hu,et al.  Learning a locality preserving subspace for visual recognition , 2003, Proceedings Ninth IEEE International Conference on Computer Vision.

[148]  Xin Yang,et al.  Face Recognition Using Direct-Weighted LDA , 2004, PRICAI.

[149]  Zoran Biuk,et al.  Face recognition from multi-pose image sequence , 2001, ISPA 2001. Proceedings of the 2nd International Symposium on Image and Signal Processing and Analysis. In conjunction with 23rd International Conference on Information Technology Interfaces (IEEE Cat..

[150]  Faisal R. Al-Osaimi,et al.  Integration of local and global geometrical cues for 3D face recognition , 2008, Pattern Recognit..

[151]  Roberto Brunelli,et al.  Face Recognition: Features Versus Templates , 1993, IEEE Trans. Pattern Anal. Mach. Intell..

[152]  H. Sebastian Seung,et al.  Learning the parts of objects by non-negative matrix factorization , 1999, Nature.

[153]  Karim Faez,et al.  An efficient method for recognition of human faces using higher orders Pseudo Zernike Moment Invariant , 2002, Proceedings of Fifth IEEE International Conference on Automatic Face Gesture Recognition.

[154]  Patrick J. Flynn,et al.  A survey of approaches and challenges in 3D and multi-modal 3D + 2D face recognition , 2006, Comput. Vis. Image Underst..

[155]  Xiaoou Tang,et al.  Recent Advances in Subspace Analysis for Face Recognition , 2004, SINOBIOMETRICS.

[156]  M. Turk,et al.  Eigenfaces for Recognition , 1991, Journal of Cognitive Neuroscience.

[157]  Haesun Park,et al.  Generalizing discriminant analysis using the generalized singular value decomposition , 2004, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[158]  Oscar Déniz-Suárez,et al.  Face recognition using independent component analysis and support vector machines , 2001, Pattern Recognit. Lett..

[159]  Hujun Yin,et al.  Face Recognition Using RBF Neural Networks and Wavelet Transform , 2005, ISNN.

[160]  Tieniu Tan,et al.  Automatic 3D face recognition combining global geometric features with local shape variation information , 2004, Sixth IEEE International Conference on Automatic Face and Gesture Recognition, 2004. Proceedings..

[161]  Hua Yu,et al.  A direct LDA algorithm for high-dimensional data - with application to face recognition , 2001, Pattern Recognit..

[162]  Juyang Weng,et al.  Using Discriminant Eigenfeatures for Image Retrieval , 1996, IEEE Trans. Pattern Anal. Mach. Intell..

[163]  Richa Singh,et al.  Hierarchical fusion of multi-spectral face images for improved recognition performance , 2008, Inf. Fusion.

[164]  Meng Wang,et al.  iBotGuard: an Internet-based Intelligent Robot security system using Invariant Face Recognition against intruder , 2005, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[165]  Kiyoharu Aizawa,et al.  A scheme for acquiring very high resolution images using multiple cameras , 1992, [Proceedings] ICASSP-92: 1992 IEEE International Conference on Acoustics, Speech, and Signal Processing.

[166]  Yuxiao Hu,et al.  Face recognition using Laplacianfaces , 2005, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[167]  Sudeep Sarkar,et al.  Comparison and Combination of Ear and Face Images in Appearance-Based Biometrics , 2003, IEEE Trans. Pattern Anal. Mach. Intell..

[168]  Lawrence R. Rabiner,et al.  A tutorial on hidden Markov models and selected applications in speech recognition , 1989, Proc. IEEE.

[169]  Pong C. Yuen,et al.  Incremental Linear Discriminant Analysis for Face Recognition , 2008, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[170]  Patrick J. Flynn,et al.  Face Recognition Using 2D and 3D Facial Data , 2003 .

[171]  Jiří Matas,et al.  Computer Vision - ECCV 2004 , 2004, Lecture Notes in Computer Science.

[172]  Teuvo Kohonen,et al.  Self-Organizing Maps , 2010 .

[173]  Gaile G. Gordon,et al.  Face recognition based on depth maps and surface curvature , 1991, Optics & Photonics.

[174]  Brian C. Lovell,et al.  Real-time face recognition using eigenfaces , 2000, Visual Communications and Image Processing.

[175]  Chao Li,et al.  Profile-Based 3D Face Registration and Recognition , 2004, ICISC.

[176]  Jieping Ye,et al.  An optimization criterion for generalized discriminant analysis on undersampled problems , 2004, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[177]  Pierre Comon,et al.  Independent component analysis, A new concept? , 1994, Signal Process..

[178]  Takeo Kanade,et al.  Picture Processing System by Computer Complex and Recognition of Human Faces , 1974 .

[179]  Lijun Jiang,et al.  Infrared Face Recognition by Using Blood Perfusion Data , 2005, AVBPA.

[180]  David Zhang,et al.  A Fourier-LDA approach for image recognition , 2005, Pattern Recognit..

[181]  Kaj Grønbæk,et al.  Mobile Augmented Reality Support for Architects Based on Feature Tracking Techniques: Lecture Notes in Computer Science , 2004 .

[182]  Fabio Roli,et al.  Multiple classifier systems : Third International Workshop, MCS 2002, Cagliari, Italy, June 24-26, 2002 : proceedings , 2002 .

[183]  Andrea F. Abate,et al.  2D and 3D face recognition: A survey , 2007, Pattern Recognit. Lett..

[184]  Konstantinos N. Plataniotis,et al.  Ensemble-based discriminant learning with boosting for face recognition , 2006, IEEE Transactions on Neural Networks.

[185]  Teuvo Kohonen,et al.  The self-organizing map , 1990 .

[186]  Jongsun Kim,et al.  ICA Based Face Recognition Robust to Partial Occlusions and Local Distortions , 2004, ICBA.

[187]  S T Roweis,et al.  Nonlinear dimensionality reduction by locally linear embedding. , 2000, Science.

[188]  Alaa Eleyan,et al.  Face Recognition System Based on PCA and Feedforward Neural Networks , 2005, IWANN.

[189]  Guodong Guo,et al.  Face recognition by support vector machines , 2000, Proceedings Fourth IEEE International Conference on Automatic Face and Gesture Recognition (Cat. No. PR00580).

[190]  Xiaogang Wang,et al.  Dual-space linear discriminant analysis for face recognition , 2004, Proceedings of the 2004 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2004. CVPR 2004..

[191]  Chiraz BenAbdelkader,et al.  Comparing and combining depth and texture cues for face recognition , 2005, Image Vis. Comput..

[192]  Josef Kittler,et al.  Multiple Classifier Systems , 2004, Lecture Notes in Computer Science.

[193]  Oscar Castillo,et al.  Hybrid Intelligent Systems for Pattern Recognition Using Soft Computing - An Evolutionary Approach for Neural Networks and Fuzzy Systems , 2005, Studies in Fuzziness and Soft Computing.

[194]  Joemon M. Jose,et al.  HMM Model Selection Issues for Soccer Video , 2004 .

[195]  Ir. Charles Beumier Automatic Face Recognition , 2007 .

[196]  Jun Zhou,et al.  A face and fingerprint identity authentication system based on multi-route detection , 2007, Neurocomputing.

[197]  I. Masuda,et al.  3D facial image analysis for human identification , 1992, [1992] Proceedings. 11th IAPR International Conference on Pattern Recognition.

[198]  Hilary Buxton,et al.  Towards unconstrained face recognition from image sequences , 1996, Proceedings of the Second International Conference on Automatic Face and Gesture Recognition.

[199]  Zhaohui Wu,et al.  Automatic 3D face verification from range data , 2003, 2003 IEEE International Conference on Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03)..

[200]  Ross Cutler,et al.  Face recognition using infrared images and eigenfaces , 1996 .

[201]  Joachim M. Buhmann,et al.  Distortion Invariant Object Recognition in the Dynamic Link Architecture , 1993, IEEE Trans. Computers.

[202]  Gian Luca Marcialis,et al.  Fusion of Face Recognition Algorithms for Video-Based Surveillance Systems , 2003 .

[203]  Harry Wechsler,et al.  The FERET database and evaluation procedure for face-recognition algorithms , 1998, Image Vis. Comput..

[204]  Garrison W. Cottrell,et al.  Non-Linear Dimensionality Reduction , 1992, NIPS.

[205]  Avinash C. Kak,et al.  PCA versus LDA , 2001, IEEE Trans. Pattern Anal. Mach. Intell..

[206]  Rama Chellappa,et al.  Face recognition from video: a CONDENSATION approach , 2002, Proceedings of Fifth IEEE International Conference on Automatic Face Gesture Recognition.

[207]  Feihu Qi,et al.  Face Recognition with Improved Pairwise Coupling Support Vector Machines , 2002, IWANN.

[208]  Claude C. Chibelushi,et al.  Robust Facial Feature Tracking , 2000, BMVC.

[209]  Michael Elad,et al.  Restoration of a single superresolution image from several blurred, noisy, and undersampled measured images , 1997, IEEE Trans. Image Process..

[210]  Matti Pietikäinen,et al.  Multiresolution Gray-Scale and Rotation Invariant Texture Classification with Local Binary Patterns , 2002, IEEE Trans. Pattern Anal. Mach. Intell..

[211]  Chin-Seng Chua,et al.  Facial feature detection and face recognition from 2D and 3D images , 2002, Pattern Recognit. Lett..

[212]  Robert Tibshirani,et al.  Classification by Pairwise Coupling , 1997, NIPS.

[213]  Demetri Terzopoulos,et al.  Multilinear subspace analysis of image ensembles , 2003, 2003 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2003. Proceedings..

[214]  Jiri Matas,et al.  On Combining Classifiers , 1998, IEEE Trans. Pattern Anal. Mach. Intell..

[215]  Marios Savvides,et al.  Illumination-tolerant face verification of low-bit-rate JPEG2000 wavelet images with advanced correlation filters for handheld devices. , 2005, Applied optics.

[216]  Roberto Marcondes Cesar Junior,et al.  Feature Selection Based on Fuzzy Distances between Clusters: First Results on Simulated Data , 2001, ICAPR.

[217]  Hanqing Lu,et al.  Improving kernel Fisher discriminant analysis for face recognition , 2004, IEEE Transactions on Circuits and Systems for Video Technology.

[218]  Marc Acheroy,et al.  Face verification from 3D and grey level clues , 2001, Pattern Recognit. Lett..

[219]  Nobuyuki Otsu,et al.  Facial expression recognition using Fisher weight maps , 2004, Sixth IEEE International Conference on Automatic Face and Gesture Recognition, 2004. Proceedings..

[220]  Whoi-Yul Kim,et al.  Video Summarization and Retrieval System Using Face Recognition and MPEG-7 Descriptors , 2004, CIVR.

[221]  Alex Pentland,et al.  Probabilistic Visual Learning for Object Representation , 1997, IEEE Trans. Pattern Anal. Mach. Intell..

[222]  Shimon Ullman,et al.  Face Recognition: The Problem of Compensating for Changes in Illumination Direction , 1994, IEEE Trans. Pattern Anal. Mach. Intell..

[223]  Berk Gökberk,et al.  Rank-based decision fusion for 3D shape-based face recognition , 2005, Proceedings of the IEEE 13th Signal Processing and Communications Applications Conference, 2005..

[224]  Ren-jay Jeffrey Huang,et al.  Detection Strategies for Face Recognition Using Learning and Evolution , 1998 .

[225]  Andy Harter,et al.  Parameterisation of a stochastic model for human face identification , 1994, Proceedings of 1994 IEEE Workshop on Applications of Computer Vision.

[226]  Katharina Morik,et al.  Combining Statistical Learning with a Knowledge-Based Approach - A Case Study in Intensive Care Monitoring , 1999, ICML.

[227]  Andrew Teoh Beng Jin,et al.  Face recognition using wavelet transform and non-negative matrix factorization , 2004 .

[228]  Chi Fang,et al.  2 Face Authentication Test on the BANCA Database , 2004 .

[229]  Xinghuo Yu,et al.  AI 2004: Advances in Artificial Intelligence, 17th Australian Joint Conference on Artificial Intelligence, Cairns, Australia, December 4-6, 2004, Proceedings , 2004, Australian Conference on Artificial Intelligence.

[230]  Mirjam Wester,et al.  Pattern Representation and the Future of Pattern Recognition (Proc. Satellite Workshop of 17th International Conference on Pattern Recognition) , 2004 .

[231]  Kar-Ann Toh,et al.  Fusion of Appearance and Depth Information for Face Recognition , 2005, AVBPA.

[232]  Xiaoqing Ding,et al.  Discriminant local feature analysis of facial images , 2003, Proceedings 2003 International Conference on Image Processing (Cat. No.03CH37429).

[233]  Edward J. Delp,et al.  An automatic face detection and recognition system for video indexing applications , 2002, 2002 IEEE International Conference on Acoustics, Speech, and Signal Processing.

[234]  Sven Loncaric,et al.  Face Recognition from Profiles Using Morphological Signature Transform , 1999 .

[235]  Tieniu Tan,et al.  Null Space Approach of Fisher Discriminant Analysis for Face Recognition , 2004, ECCV Workshop BioAW.

[236]  Tiziana D'Orazio,et al.  Face Recognition by Kernel Independent Component Analysis , 2005, IEA/AIE.

[237]  Ming Li,et al.  2D-LDA: A statistical linear discriminant analysis for image matrix , 2005, Pattern Recognit. Lett..

[238]  Witold Pedrycz,et al.  Face Recognition Using an Enhanced Independent Component Analysis Approach , 2007, IEEE Transactions on Neural Networks.

[239]  Alex Pentland,et al.  Face recognition using eigenfaces , 1991, Proceedings. 1991 IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[240]  Te deCampos,et al.  A Framework for Face Recognition from Video Sequences Using GWN and Eigenfeature Selection , 2000 .

[241]  Zhaohui Wu,et al.  Face Authentication Based on Multiple Profiles Extracted from Range Data , 2003, AVBPA.

[242]  Wenbin Zhang,et al.  Volume measure in 2DPCA-based face recognition , 2007, Pattern Recognit. Lett..

[243]  Ulrich H.-G. Kreßel,et al.  Pairwise classification and support vector machines , 1999 .

[244]  Mikhail Belkin,et al.  Laplacian Eigenmaps and Spectral Techniques for Embedding and Clustering , 2001, NIPS.

[245]  Oscar E. Agazzi,et al.  Keyword Spotting in Poorly Printed Documents using Pseudo 2-D Hidden Markov Models , 1994, IEEE Trans. Pattern Anal. Mach. Intell..

[246]  David J. Kriegman,et al.  Video-based face recognition using probabilistic appearance manifolds , 2003, 2003 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2003. Proceedings..

[247]  John Platt,et al.  Probabilistic Outputs for Support vector Machines and Comparisons to Regularized Likelihood Methods , 1999 .

[248]  Alex Pentland,et al.  A Bayesian similarity measure for direct image matching , 1996, Proceedings of 13th International Conference on Pattern Recognition.

[249]  Mahesh Viswanathan,et al.  Information access using speech, speaker and face recognition , 2000, 2000 IEEE International Conference on Multimedia and Expo. ICME2000. Proceedings. Latest Advances in the Fast Changing World of Multimedia (Cat. No.00TH8532).

[250]  Jongsun Kim,et al.  Face Recognition Based on ICA Combined with FLD , 2002, Biometric Authentication.

[251]  M. Omair Ahmad,et al.  Two-dimensional FLD for face recognition , 2005, Pattern Recognit..

[252]  Adam D. Tibbalds Three Dimensional Human Face Acquisition for Recognition , 1998 .

[253]  Changbo Hu,et al.  Manifold of facial expression , 2003, 2003 IEEE International SOI Conference. Proceedings (Cat. No.03CH37443).

[254]  A. S. Tolba,et al.  Combined Classifiers for Invariant Face Recognition , 1999, Proceedings 1999 International Conference on Information Intelligence and Systems (Cat. No.PR00446).

[255]  Hartmut Neven,et al.  PersonSpotter-fast and robust system for human detection, tracking and recognition , 1998, Proceedings Third IEEE International Conference on Automatic Face and Gesture Recognition.

[256]  Amnon Shashua,et al.  Manifold pursuit: a new approach to appearance based recognition , 2002, Object recognition supported by user interaction for service robots.

[257]  David Nunez,et al.  Face reconstruction using a configural, eigenface-based composite system , 1999 .