Face recognition: A literature survey

As one of the most successful applications of image analysis and understanding, face recognition has recently received significant attention, especially during the past several years. At least two reasons account for this trend: the first is the wide range of commercial and law enforcement applications, and the second is the availability of feasible technologies after 30 years of research. Even though current machine recognition systems have reached a certain level of maturity, their success is limited by the conditions imposed by many real applications. For example, recognition of face images acquired in an outdoor environment with changes in illumination and/or pose remains a largely unsolved problem. In other words, current systems are still far away from the capability of the human perception system.This paper provides an up-to-date critical survey of still- and video-based face recognition research. There are two underlying motivations for us to write this survey paper: the first is to provide an up-to-date review of the existing literature, and the second is to offer some insights into the studies of machine recognition of faces. To provide a comprehensive survey, we not only categorize existing recognition techniques but also present detailed descriptions of representative methods within each category. In addition, relevant topics such as psychophysical studies, system evaluation, and issues of illumination and pose variation are covered.

[1]  C. Darwin The Expression of the Emotions in Man and Animals , .

[2]  F. Galton Personal Identification and Description , Nature.

[3]  Francis Galton,et al.  Personal Identification and Description , 2022, Nature.

[4]  R. Fisher THE USE OF MULTIPLE MEASUREMENTS IN TAXONOMIC PROBLEMS , 1936 .

[5]  R. Fisher THE STATISTICAL UTILIZATION OF MULTIPLE MEASUREMENTS , 1938 .

[6]  R. F.,et al.  Mathematical Statistics , 1944, Nature.

[7]  J. Bruner,et al.  THE PERCEPTION OF PEOPLE , 1954 .

[8]  Richard Bellman,et al.  Introduction to Matrix Analysis , 1972 .

[9]  R. Yin Looking at Upside-down Faces , 1969 .

[10]  Michael David Kelly,et al.  Visual identification of people by computer , 1970 .

[11]  L. D. Harmon The recognition of faces. , 1973, Scientific American.

[12]  H. Ellis Recognizing faces. , 1975, British journal of psychology.

[13]  D. Perkins A Definition of Caricature and Caricature and Recognition , 1975 .

[14]  共立出版株式会社 コンピュータ・サイエンス : ACM computing surveys , 1978 .

[15]  Arthur P Ginsburg,et al.  Visual Information Processing Based on Spatial Filters Constrained by Biological Data. , 1978 .

[16]  J. N. Bassili Emotion recognition: the role of facial movement and the relative importance of upper and lower areas of the face. , 1979, Journal of personality and social psychology.

[17]  S. Ullman,et al.  The interpretation of visual motion , 1977 .

[18]  Takeo Kanade,et al.  Computer recognition of human faces , 1980 .

[19]  P. Thompson,et al.  Margaret Thatcher: A New Illusion , 1980, Perception.

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

[21]  J. Shepherd Studies of cue saliency , 1981 .

[22]  Ellen C. Hildreth,et al.  Measurement of Visual Motion , 1984 .

[23]  John M. Watts,et al.  Analysis and synthesis , 1985 .

[24]  M. Lévesque Perception , 1986, The Yale Journal of Biology and Medicine.

[25]  H. D. Ellis,et al.  Introduction to Aspects of Face Processing: Ten Questions in Need of Answers , 1986 .

[26]  J. Sergent Microgenesis of Face Perception , 1986 .

[27]  A. Young,et al.  Aspects of face processing , 1986 .

[28]  Lawrence R. Rabiner,et al.  A tutorial on Hidden Markov Models , 1986 .

[29]  Demetri Psaltis,et al.  Optical Neural Computers , 1987, Topical Meeting on Optical Computing.

[30]  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.

[31]  I. Biederman Recognition-by-components: a theory of human image understanding. , 1987, Psychological review.

[32]  Demetri Terzopoulos,et al.  Constraints on Deformable Models: Recovering 3D Shape and Nonrigid Motion , 1988, Artif. Intell..

[33]  Teuvo Kohonen,et al.  Self-Organization and Associative Memory , 1988 .

[34]  J. Aggarwal,et al.  Motion Understanding: Robot and Human Vision , 1988 .

[35]  Jake K. Aggarwal,et al.  On the computation of motion from sequences of images-A review , 1988, Proc. IEEE.

[36]  Hans-Hellmut Nagel,et al.  Image Sequences - Ten (Octal) Years - from phenomenology towards a Theoretical Foundation , 1988, Int. J. Pattern Recognit. Artif. Intell..

[37]  A. Young,et al.  Handbook of Research on Face Processing , 1989 .

[38]  Alan L. Yuille,et al.  Feature extraction from faces using deformable templates , 1989, Proceedings CVPR '89: IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[39]  F. Girosi,et al.  Networks for approximation and learning , 1990, Proc. IEEE.

[40]  Joachim M. Buhmann,et al.  Size and distortion invariant object recognition by hierarchical graph matching , 1990, 1990 IJCNN International Joint Conference on Neural Networks.

[41]  Lawrence Sirovich,et al.  Application of the Karhunen-Loeve Procedure for the Characterization of Human Faces , 1990, IEEE Trans. Pattern Anal. Mach. Intell..

[42]  Keinosuke Fukunaga,et al.  Introduction to statistical pattern recognition (2nd ed.) , 1990 .

[43]  Peter W. Hallinan Recognizing human eyes , 1991, Optics & Photonics.

[44]  Demetri Terzopoulos,et al.  Recursive estimation of shape and nonrigid motion , 1991, Proceedings of the IEEE Workshop on Visual Motion.

[45]  J. Sklansky,et al.  Segmentation of people in motion , 1991, Proceedings of the IEEE Workshop on Visual Motion.

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

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

[48]  Mark H. Johnson,et al.  Newborns' preferential tracking of face-like stimuli and its subsequent decline , 1991, Cognition.

[49]  T. Bachmann Identification of spatially quantised tachistoscopic images of faces: How many pixels does it take to carry identity? , 1991 .

[50]  Ronen Basri,et al.  Recognition by Linear Combinations of Models , 1991, IEEE Trans. Pattern Anal. Mach. Intell..

[51]  Alex Pentland,et al.  Recovery of non-rigid motion and structure , 1991, Proceedings. 1991 IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[52]  A. Johnston,et al.  Recognising Faces: Effects of Lighting Direction, Inversion, and Brightness Reversal , 1992, Perception.

[53]  Ashok Samal,et al.  Automatic recognition and analysis of human faces and facial expressions: a survey , 1992, Pattern Recognit..

[54]  Olivier Faugeras,et al.  3D Dynamic Scene Analysis , 1992 .

[55]  Yehezkel Yeshurun,et al.  Robust detection of facial features by generalized symmetry , 1992, [1992] Proceedings. 11th IAPR International Conference on Pattern Recognition.

[56]  Gaile G. Gordon,et al.  Application of morphology to feature extraction for face recognition , 1992, Electronic Imaging.

[57]  Ian Craw,et al.  Face Recognition by Computer , 1992 .

[58]  A. Shashua Geometry and Photometry in 3D Visual Recognition , 1992 .

[59]  Allen M. Waxman,et al.  Combining evidence from multiple views of 3-D objects , 1992, Other Conferences.

[60]  A. Johnston,et al.  Recognising Faces: Effects of Lighting Direction, Inversion, and Brightness Reversal , 2013, Perception.

[61]  P. Ekman Facial expressions of emotion: an old controversy and new findings. , 1992, Philosophical transactions of the Royal Society of London. Series B, Biological sciences.

[62]  Thomas S. Huang,et al.  Motion and Structure from Image Sequences , 1992 .

[63]  Rama Chellappa,et al.  A feature based approach to face recognition , 1992, Proceedings 1992 IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[64]  Ian Craw,et al.  Face Recognition by Computer , 1992, BMVC.

[65]  Yasuhito Suenaga,et al.  An accurate and robust face identification scheme , 1992, Proceedings., 11th IAPR International Conference on Pattern Recognition. Vol.II. Conference B: Pattern Recognition Methodology and Systems.

[66]  Mubarak Shah,et al.  A fast linear shape from shading , 1992, Proceedings 1992 IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[67]  S. Ullman,et al.  Geometry and photometry in three-dimensional visual recognition , 1993 .

[68]  G. Granlund Image Sequence Analysis , 1993, DAGM-Symposium.

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

[70]  Alan L. Yuille,et al.  Deformable templates , 1993 .

[71]  C. S. Choi,et al.  Human Facial Motion Analysis and Synthesis with Application to Model-Based Coding , 1993 .

[72]  Keinosuke Fukunaga,et al.  Statistical Pattern Recognition , 1993, Handbook of Pattern Recognition and Computer Vision.

[73]  Alex Pentland,et al.  Recursive estimation of structure and motion using relative orientation constraints , 1993, Proceedings of IEEE Conference on Computer Vision and Pattern Recognition.

[74]  Pertti Roivainen,et al.  3-D Motion Estimation in Model-Based Facial Image Coding , 1993, IEEE Trans. Pattern Anal. Mach. Intell..

[75]  P. Grother Comparison of Handprinted Digit Classifiers , 1993 .

[76]  Hiroshi Murase,et al.  Learning and recognition of 3D objects from appearance , 1993, [1993] Proceedings IEEE Workshop on Qualitative Vision.

[77]  Alex Pentland,et al.  Visually Controlled Graphics , 1993, IEEE Trans. Pattern Anal. Mach. Intell..

[78]  Takaaki Akimoto,et al.  Automatic creation of 3D facial models , 1993, IEEE Computer Graphics and Applications.

[79]  J. Bartlett,et al.  Inversion and Configuration of Faces , 1993, Cognitive Psychology.

[80]  Bernd Girod,et al.  Motion Analysis and Image Sequence Processing , 1993 .

[81]  Demetri Terzopoulos,et al.  Analysis and Synthesis of Facial Image Sequences Using Physical and Anatomical Models , 1993, IEEE Trans. Pattern Anal. Mach. Intell..

[82]  D. Ruderman The statistics of natural images , 1994 .

[83]  Mubarak Shah,et al.  Shape from shading using linear approximation , 1994, Image Vis. Comput..

[84]  Peter W. Hallinan A low-dimensional representation of human faces for arbitrary lighting conditions , 1994, 1994 Proceedings of IEEE Conference on Computer Vision and Pattern Recognition.

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

[86]  Larry S. Davis,et al.  Computing spatio-temporal representations of human faces , 1994, 1994 Proceedings of IEEE Conference on Computer Vision and Pattern Recognition.

[87]  Steve J. Young,et al.  HMM-based architecture for face identification , 1994, Image Vis. Comput..

[88]  Alex Pentland,et al.  A vision system for observing and extracting facial action parameters , 1994, 1994 Proceedings of IEEE Conference on Computer Vision and Pattern Recognition.

[89]  Ioannis A. Kakadiaris,et al.  Active part-decomposition, shape and motion estimation of articulated objects: a physics-based approach , 1994, 1994 Proceedings of IEEE Conference on Computer Vision and Pattern Recognition.

[90]  V. Bruce,et al.  What's Distinctive about a Distinctive Face? , 1994, The Quarterly journal of experimental psychology. A, Human experimental psychology.

[91]  David Beymer,et al.  Face recognition under varying pose , 1994, 1994 Proceedings of IEEE Conference on Computer Vision and Pattern Recognition.

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

[93]  M. Rosenblum,et al.  Human emotion recognition from motion using a radial basis function network architecture , 1994, Proceedings of 1994 IEEE Workshop on Motion of Non-rigid and Articulated Objects.

[94]  M J Tarr,et al.  Is human object recognition better described by geon structural descriptions or by multiple views? Comment on Biederman and Gerhardstein (1993). , 1995, Journal of experimental psychology. Human perception and performance.

[95]  Aaron F. Bobick,et al.  Learning visual behavior for gesture analysis , 1995, Proceedings of International Symposium on Computer Vision - ISCV.

[96]  Christoph von der Malsburg,et al.  Single-View Based Recognition of Faces Rotated in Depth , 1995 .

[97]  Thad Starner,et al.  Visual Recognition of American Sign Language Using Hidden Markov Models. , 1995 .

[98]  Michael C. Burl,et al.  Finding faces in cluttered scenes using random labeled graph matching , 1995, Proceedings of IEEE International Conference on Computer Vision.

[99]  Terrence J. Sejnowski,et al.  An Information-Maximization Approach to Blind Separation and Blind Deconvolution , 1995, Neural Computation.

[100]  David Beymer,et al.  Vectorizing Face Images by Interleaving Shape and Texture Computations , 1995 .

[101]  David Beymer,et al.  Face recognition from one example view , 1995, Proceedings of IEEE International Conference on Computer Vision.

[102]  Sun-Yuan Kung,et al.  Decision-based neural networks with signal/image classification applications , 1995, IEEE Trans. Neural Networks.

[103]  Timothy F. Cootes,et al.  Automatic face identification system using flexible appearance models , 1995, Image Vis. Comput..

[104]  Vladimir Pavlovic,et al.  Hand Gesture Modeling, Analysis, and Synthesis , 1995 .

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

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

[107]  Rosalind W. Picard Aaective Computing , 1995 .

[108]  Larry S. Davis,et al.  Towards 3-D model-based tracking and recognition of human movement: a multi-view approach , 1995 .

[109]  Timothy F. Cootes,et al.  Active Shape Models-Their Training and Application , 1995, Comput. Vis. Image Underst..

[110]  Wolfgang Konen,et al.  Comparing Facial Line Drawings with Gray-Level Images: A Case Study on PHANTOMAS , 1996, ICANN.

[111]  David G. Stork,et al.  Speechreading: an overview of image processing, feature extraction, sensory integration and pattern recognition techniques , 1996, Proceedings of the Second International Conference on Automatic Face and Gesture Recognition.

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

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

[114]  J. Weng,et al.  Discriminant analysis and eigenspace partition tree for face and object recognition from views , 1996, Proceedings of the Second International Conference on Automatic Face and Gesture Recognition.

[115]  Vladimir Pavlovic,et al.  Gestural interface to a visual computing environment for molecular biologists , 1996, Proceedings of the Second International Conference on Automatic Face and Gesture Recognition.

[116]  Kazuo Kyuma,et al.  Computer vision for computer games , 1996, Proceedings of the Second International Conference on Automatic Face and Gesture Recognition.

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

[118]  Hans Peter Graf,et al.  Robust face feature analysis for automatic speechreading and character animation , 1996, Proceedings of the Second International Conference on Automatic Face and Gesture Recognition.

[119]  Penio S. Penev,et al.  Local feature analysis: A general statistical theory for object representation , 1996 .

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

[121]  Niels da Vitoria Lobo,et al.  A framework for recognizing a facial image from a police sketch , 1996, Proceedings CVPR IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[122]  Roberto Cipolla,et al.  Detection of human faces under scale, orientation and viewpoint variations , 1996, Proceedings of the Second International Conference on Automatic Face and Gesture Recognition.

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

[124]  Michael Isard,et al.  Contour Tracking by Stochastic Propagation of Conditional Density , 1996, ECCV.

[125]  David J. Kriegman,et al.  What is the set of images of an object under all possible lighting conditions? , 1996, Proceedings CVPR IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[126]  Paul A. Griffin,et al.  Statistical Approach to Shape from Shading: Reconstruction of Three-Dimensional Face Surfaces from Single Two-Dimensional Images , 1996, Neural Computation.

[127]  Alex Pentland,et al.  Pfinder: real-time tracking of the human body , 1996, Proceedings of the Second International Conference on Automatic Face and Gesture Recognition.

[128]  C. Malsburg,et al.  Determination of Face Position and Pose with a Learned Representation Based on Labeled Graphs Determination of Face Position and Pose with a Learned Representation Based on Labeled Graphs , 1996 .

[129]  Christoph von der Malsburg,et al.  Tracking and learning graphs and pose on image sequences of faces , 1996, Proceedings of the Second International Conference on Automatic Face and Gesture Recognition.

[130]  David G. Stork,et al.  Speechreading by Humans and Machines , 1996 .

[131]  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.

[132]  Gregory D. Hager,et al.  Real-time tracking of image regions with changes in geometry and illumination , 1996, Proceedings CVPR IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[133]  Trevor Darrell,et al.  Active face tracking and pose estimation in an interactive room , 1996, Proceedings CVPR IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[134]  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.

[135]  David Beymer,et al.  Feature correspondence by interleaving shape and texture computations , 1996, Proceedings CVPR IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[136]  James W. Davis,et al.  Real-time recognition of activity using temporal templates , 1996, Proceedings Third IEEE Workshop on Applications of Computer Vision. WACV'96.

[137]  P. Schyns,et al.  Information and viewpoint dependence in face recognition , 1997, Cognition.

[138]  Luc Vandendorpe,et al.  Profile Authentication Using a Chamfer Matching Algorithm , 1997, AVBPA.

[139]  Norbert Krüger,et al.  Determination of face position and pose with a learned representation based on labelled graphs , 1997, Image Vis. Comput..

[140]  Stefan Fischer,et al.  Expert Conciliation for Multi Modal Person Authentication Systems by Bayesian Statistics , 1997, AVBPA.

[141]  Joshua B. Tenenbaum,et al.  Learning bilinear models for two-factor problems in vision , 1997, Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[142]  Shimon Ullman,et al.  Face Recognition: The Problem of Compensating for Changes in Illumination Direction , 1997, IEEE Trans. Pattern Anal. Mach. Intell..

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

[144]  Tomaso A. Poggio,et al.  Linear Object Classes and Image Synthesis From a Single Example Image , 1997, IEEE Trans. Pattern Anal. Mach. Intell..

[145]  Shaogang Gong,et al.  Non-intrusive Person Authentication for Access Control by Visual Tracking and Face Recognition , 1997, AVBPA.

[146]  Norbert Krüger,et al.  Face Recognition by Elastic Bunch Graph Matching , 1997, IEEE Trans. Pattern Anal. Mach. Intell..

[147]  Victor Y. Chen,et al.  Automatic Video-based Person Authentication Using the RBF Network , 1997, AVBPA.

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

[149]  Luc Vandendorpe,et al.  The M2VTS Multimodal Face Database (Release 1.00) , 1997, AVBPA.

[150]  Hyeonjoon Moon,et al.  The FERET evaluation methodology for face-recognition algorithms , 1997, Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

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

[152]  Christoph Bregler,et al.  Learning and recognizing human dynamics in video sequences , 1997, Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

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

[154]  Federico Girosi,et al.  Training support vector machines: an application to face detection , 1997, Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[155]  Jun S. Liu,et al.  Sequential Monte Carlo methods for dynamic systems , 1997 .

[156]  Ioannis Pitas,et al.  Face Authentication Using Morphological Dynamic Link Architecture , 1997, AVBPA.

[157]  Juergen Luettin,et al.  Acoustic-labial Speaker Verification , 1997, AVBPA.

[158]  Tomaso A. Poggio,et al.  Pedestrian detection using wavelet templates , 1997, Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[159]  Terrence J. Sejnowski,et al.  The “independent components” of natural scenes are edge filters , 1997, Vision Research.

[160]  K. Etemad,et al.  Discriminant analysis for recognition of human face images , 1997 .

[161]  A. Johnston,et al.  The Role of Movement in Face Recognition , 1997 .

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

[163]  Vladimir Cherkassky,et al.  The Nature Of Statistical Learning Theory , 1997, IEEE Trans. Neural Networks.

[164]  Thomas S. Huang,et al.  Face detection with information-based maximum discrimination , 1997, Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[165]  Sun-Yuan Kung,et al.  Face recognition/detection by probabilistic decision-based neural network , 1997, IEEE Trans. Neural Networks.

[166]  Ronen Basri,et al.  Comparing images under variable illumination , 1998, Proceedings. 1998 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No.98CB36231).

[167]  Monson H. Hayes,et al.  Hidden Markov models for face recognition , 1998, Proceedings of the 1998 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '98 (Cat. No.98CH36181).

[168]  Tomaso A. Poggio,et al.  Example-Based Learning for View-Based Human Face Detection , 1998, IEEE Trans. Pattern Anal. Mach. Intell..

[169]  Shimon Ullman,et al.  Recognizing novel 3-D objects under new illumination and viewing position using a small number of example views or even a single view , 1998, Sixth International Conference on Computer Vision (IEEE Cat. No.98CH36271).

[170]  David J. Fleet,et al.  A framework for modeling appearance change in image sequences , 1998, Sixth International Conference on Computer Vision (IEEE Cat. No.98CH36271).

[171]  Takeo Kanade,et al.  Rotation invariant neural network-based face detection , 1998, Proceedings. 1998 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No.98CB36231).

[172]  S. McKenna,et al.  Recognising Moving Faces , 1998 .

[173]  Takeo Kanade,et al.  Neural Network-Based Face Detection , 1998, IEEE Trans. Pattern Anal. Mach. Intell..

[174]  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.

[175]  V. Bruce,et al.  A comparison of two computer-based face identification systems with human perceptions of faces , 1998, Vision Research.

[176]  I. Biederman,et al.  Neural and psychophysical analysis of object and face recognition , 1998 .

[177]  Hyeonjoon Moon,et al.  The FERET verification testing protocol for face recognition algorithms , 1998, Proceedings Third IEEE International Conference on Automatic Face and Gesture Recognition.

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

[179]  Marian Stewart Bartlett,et al.  Independent component representations for face recognition , 1998, Electronic Imaging.

[180]  Timothy F. Cootes,et al.  Active Appearance Models , 1998, ECCV.

[181]  W. Eric L. Grimson,et al.  Using adaptive tracking to classify and monitor activities in a site , 1998, Proceedings. 1998 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No.98CB36231).

[182]  Hyeonjoon Moon,et al.  A verification protocol and statistical performance analysis for face recognition algorithms , 1998, Proceedings. 1998 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No.98CB36231).

[183]  Alex Pentland,et al.  Mixtures of eigenfeatures for real-time structure from texture , 1998, Sixth International Conference on Computer Vision (IEEE Cat. No.98CH36271).

[184]  Jitendra Malik,et al.  Tracking people with twists and exponential maps , 1998, Proceedings. 1998 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No.98CB36231).

[185]  Timothy F. Cootes,et al.  Learning to identify and track faces in image sequences , 1998, Sixth International Conference on Computer Vision (IEEE Cat. No.98CH36271).

[186]  Gregory D. Hager,et al.  Efficient Region Tracking With Parametric Models of Geometry and Illumination , 1998, IEEE Trans. Pattern Anal. Mach. Intell..

[187]  David J. Kriegman,et al.  Illumination cones for recognition under variable lighting: faces , 1998, Proceedings. 1998 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No.98CB36231).

[188]  Takeo Kanade,et al.  Probabilistic modeling of local appearance and spatial relationships for object recognition , 1998, Proceedings. 1998 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No.98CB36231).

[189]  Hartmut Neven,et al.  The Bochum/USC Face Recognition System And How it Fared in the FERET Phase III Test , 1998 .

[190]  Fabrizio Smeraldi,et al.  Multi-Modal Person Authentication , 1998 .

[191]  Irfan Essa,et al.  A System for Tracking and Recognizing Multiple People with Multiple Cameras , 1998 .

[192]  P. Jonathon Phillips,et al.  Support Vector Machines Applied to Face Recognition , 1998, NIPS.

[193]  Rama Chellappa,et al.  Discriminant analysis of principal components for face recognition , 1998, Proceedings Third IEEE International Conference on Automatic Face and Gesture Recognition.

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

[195]  Wenyi Zhao,et al.  Face similarity space as perceived by humans and artificial systems , 1998, Proceedings Third IEEE International Conference on Automatic Face and Gesture Recognition.

[196]  V. Bruce,et al.  Human Face Perception and Identification , 1998 .

[197]  Jiri Matas,et al.  Acquisition of a Large Database for Biometric Identity Verification , 1998 .

[198]  Rama Chellappa,et al.  Biometric image processing and recognition , 1998, 9th European Signal Processing Conference (EUSIPCO 1998).

[199]  Andrew W. Fitzgibbon,et al.  Bundle Adjustment - A Modern Synthesis , 1999, Workshop on Vision Algorithms.

[200]  M. Tarr,et al.  Can Face Recognition Really be Dissociated from Object Recognition? , 1999, Journal of Cognitive Neuroscience.

[201]  B. Scholkopf,et al.  Fisher discriminant analysis with kernels , 1999, Neural Networks for Signal Processing IX: Proceedings of the 1999 IEEE Signal Processing Society Workshop (Cat. No.98TH8468).

[202]  Jiri Matas,et al.  Learning Salient Features for Real-Time Face Verification , 1999 .

[203]  Matthew Turk,et al.  A Morphable Model For The Synthesis Of 3D Faces , 1999, SIGGRAPH.

[204]  W. Zhao Subspace methods in object/face recognition , 1999, IJCNN'99. International Joint Conference on Neural Networks. Proceedings (Cat. No.99CH36339).

[205]  A. Pentland,et al.  Real time tracking and modeling of faces: an EKF-based analysis by synthesis approach , 1999, Proceedings IEEE International Workshop on Modelling People. MPeople'99.

[206]  Thomas Vetter,et al.  A morphable model for the synthesis of 3D faces , 1999, SIGGRAPH.

[207]  R. Chellappa,et al.  Subspace Linear Discriminant Analysis for Face Recognition , 1999 .

[208]  Jiri Matas,et al.  XM2VTSDB: The Extended M2VTS Database , 1999 .

[209]  Vicki Bruce,et al.  Face Recognition: From Theory to Applications , 1999 .

[210]  Marian Stewart Bartlett,et al.  Classifying Facial Actions , 1999, IEEE Trans. Pattern Anal. Mach. Intell..

[211]  J Healey,et al.  Quantifying driver stress: developing a system for collecting and processing bio-metric signals in natural situations. , 1999, Biomedical sciences instrumentation.

[212]  Ronald-Bryan O. Alferez,et al.  Geometric and Illumination Invariants for Object Recognition , 1999, IEEE Trans. Pattern Anal. Mach. Intell..

[213]  David J. Kriegman,et al.  Illumination-based image synthesis: creating novel images of human faces under differing pose and lighting , 1999, Proceedings IEEE Workshop on Multi-View Modeling and Analysis of Visual Scenes (MVIEW'99).

[214]  Stan Z. Li,et al.  Face recognition using the nearest feature line method , 1999, IEEE Trans. Neural Networks.

[215]  Maja Pantic,et al.  Automatic Analysis of Facial Expressions: The State of the Art , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[216]  S. B. Yacoub,et al.  Comparison of face verification results on the XM2VTFS database , 2000, Proceedings 15th International Conference on Pattern Recognition. ICPR-2000.

[217]  N. Logothetis,et al.  IS FACE RECOGNITION NOT SO UNIQUE AFTER ALL? , 2000, Cognitive neuropsychology.

[218]  Rama Chellappa,et al.  Robust image based face recognition , 2000, Proceedings 2000 International Conference on Image Processing (Cat. No.00CH37101).

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

[220]  J. Matasetal Comparison of Face Verification Results on the XM2VTS Database , 2000 .

[221]  Rama Chellappa,et al.  SFS based view synthesis for robust face recognition , 2000, Proceedings Fourth IEEE International Conference on Automatic Face and Gesture Recognition (Cat. No. PR00580).

[222]  Rama Chellappa,et al.  Simultaneous tracking and verification via sequential posterior estimation , 2000, Proceedings IEEE Conference on Computer Vision and Pattern Recognition. CVPR 2000 (Cat. No.PR00662).

[223]  Lawrence Sirovich,et al.  The global dimensionality of face space , 2000, Proceedings Fourth IEEE International Conference on Automatic Face and Gesture Recognition (Cat. No. PR00580).

[224]  Joshua B. Tenenbaum,et al.  Separating Style and Content with Bilinear Models , 2000, Neural Computation.

[225]  Vladimir N. Vapnik,et al.  The Nature of Statistical Learning Theory , 2000, Statistics for Engineering and Information Science.

[226]  Rama Chellappa,et al.  A reliable descriptor for face objects in visual content , 2000, Signal Process. Image Commun..

[227]  Rama Chellappa,et al.  Illumination-insensitive face recognition using symmetric shape-from-shading , 2000, Proceedings IEEE Conference on Computer Vision and Pattern Recognition. CVPR 2000 (Cat. No.PR00662).

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

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

[230]  Chengjun Liu,et al.  Robust coding schemes for indexing and retrieval from large face databases , 2000, IEEE Trans. Image Process..

[231]  K. Walker,et al.  View-based active appearance models , 2000, Proceedings Fourth IEEE International Conference on Automatic Face and Gesture Recognition (Cat. No. PR00580).

[232]  Thomas Serre,et al.  Component-based face detection , 2001, Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition. CVPR 2001.

[233]  Amnon Shashua,et al.  The Quotient Image: Class-Based Re-Rendering and Recognition with Varying Illuminations , 2001, IEEE Trans. Pattern Anal. Mach. Intell..

[234]  S. Gong,et al.  Modelling faces dynamically across views and over time , 2001, Proceedings Eighth IEEE International Conference on Computer Vision. ICCV 2001.

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

[236]  David J. Kriegman,et al.  From Few to Many: Illumination Cone Models for Face Recognition under Variable Lighting and Pose , 2001, IEEE Trans. Pattern Anal. Mach. Intell..

[237]  Ronen Basri,et al.  Lambertian reflectance and linear subspaces , 2001, Proceedings Eighth IEEE International Conference on Computer Vision. ICCV 2001.

[238]  Matthew Brand,et al.  Flexible flow for 3D nonrigid tracking and shape recovery , 2001, Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition. CVPR 2001.

[239]  Shaogang Gong,et al.  Constructing facial identity surfaces in a nonlinear discriminating space , 2001, Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition. CVPR 2001.

[240]  Erik Hjelmås,et al.  Face Detection: A Survey , 2001, Comput. Vis. Image Underst..

[241]  Stan Z. Li,et al.  Learning probabilistic distribution model for multi-view face detection , 2001, Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition. CVPR 2001.

[242]  R Chellappa,et al.  Face verification through tracking facial features. , 2001, Journal of the Optical Society of America. A, Optics, image science, and vision.

[243]  Timothy F. Cootes,et al.  Active Appearance Models , 2001, IEEE Trans. Pattern Anal. Mach. Intell..

[244]  Refractor Vision , 2000, The Lancet.

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

[246]  Paul A. Viola,et al.  Rapid object detection using a boosted cascade of simple features , 2001, Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition. CVPR 2001.

[247]  Bruce A. Draper,et al.  A nonparametric statistical comparison of principal component and linear discriminant subspaces for face recognition , 2001, Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition. CVPR 2001.

[248]  Department of Electrical,et al.  Computational and Performance Aspects of PCA-Based Face-Recognition Algorithms , 2001, Perception.

[249]  Chengjun Liu,et al.  A shape- and texture-based enhanced Fisher classifier for face recognition , 2001, IEEE Trans. Image Process..

[250]  Rama Chellappa,et al.  Probabilistic recognition of human faces from video , 2002, Proceedings. International Conference on Image Processing.

[251]  Azriel Rosenfeld,et al.  Optimal edge-based shape detection , 2002, IEEE Trans. Image Process..

[252]  A. O'Toole,et al.  Recognizing moving faces: a psychological and neural synthesis , 2002, Trends in Cognitive Sciences.

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

[254]  Aleix M. Martínez,et al.  Recognizing Imprecisely Localized, Partially Occluded, and Expression Variant Faces from a Single Sample per Class , 2002, IEEE Trans. Pattern Anal. Mach. Intell..

[255]  Rama Chellappa,et al.  Face reconstruction from monocular video using uncertainty analysis and a generic model , 2003, Comput. Vis. Image Underst..

[256]  J. Wade Davis,et al.  Statistical Pattern Recognition , 2003, Technometrics.

[257]  P. Jonathon Phillips,et al.  Face recognition vendor test 2002 , 2003, 2003 IEEE International SOI Conference. Proceedings (Cat. No.03CH37443).

[258]  Thomas Vetter,et al.  Face Recognition Based on Fitting a 3D Morphable Model , 2003, IEEE Trans. Pattern Anal. Mach. Intell..

[259]  Jean-Philippe Thiran,et al.  The BANCA Database and Evaluation Protocol , 2003, AVBPA.

[260]  Xiaoou Tang,et al.  Dual-space linear discriminant analysis for face recognition , 2004, CVPR 2004.

[261]  Volker Blanz,et al.  Component-Based Face Recognition with 3D Morphable Models , 2003, 2004 Conference on Computer Vision and Pattern Recognition Workshop.

[262]  Dimitris N. Metaxas,et al.  Optical Flow Constraints on Deformable Models with Applications to Face Tracking , 2000, International Journal of Computer Vision.

[263]  Michael J. Black,et al.  Recognizing Facial Expressions in Image Sequences Using Local Parameterized Models of Image Motion , 1997, International Journal of Computer Vision.

[264]  Johan Stephen Simeon Ballot Face recognition using Hidden Markov Models , 2005 .

[265]  Hiroshi Murase,et al.  Visual learning and recognition of 3-d objects from appearance , 2005, International Journal of Computer Vision.