Video analysis of human dynamics - a survey

Video analysis of human dynamics is an important area of research devoted to detecting people and understanding their dynamic physical behavior in a complex environment that can be used for biometric applications. This paper provides a detailed survey of the various studies in areas related to the tracking of people and body parts such as face, hands, fingers, legs, etc., and modeling behavior using motion analysis.

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

[2]  Michel Beaudouin-Lafon,et al.  Charade: remote control of objects using free-hand gestures , 1993, CACM.

[3]  Kyu Tae Park,et al.  Motion based object tracking with mobile camera , 1998 .

[4]  Shaogang Gong,et al.  Tracking colour objects using adaptive mixture models , 1999, Image Vis. Comput..

[5]  Chung-Lin Huang,et al.  Model-based articulated hand motion tracking for gesture recognition , 1998, Image Vis. Comput..

[6]  Ye Zhang,et al.  3D head tracking under partial occlusion , 2002, Pattern Recognit..

[7]  Olivier D. Faugeras,et al.  3D articulated models and multi-view tracking with silhouettes , 1999, Proceedings of the Seventh IEEE International Conference on Computer Vision.

[8]  Jake K. Aggarwal,et al.  Tracking human motion using multiple cameras , 1996, Proceedings of 13th International Conference on Pattern Recognition.

[9]  Xavier Pueyo,et al.  Human body animation: a survey , 1988, The Visual Computer.

[10]  Ricardo M. L. Barros,et al.  Tracking markers for human motion analysis , 1998, 9th European Signal Processing Conference (EUSIPCO 1998).

[11]  Armin Bruderlin.  The creative process of animating human movement , 1996, Knowl. Based Syst..

[12]  Daphna Weinshall,et al.  Motion of disturbances: detection and tracking of multi-body non-rigid motion , 1997, Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[13]  Suh-Yin Lee,et al.  A Video Information System for Sport Motion Analysis , 1997, J. Vis. Lang. Comput..

[14]  Ramesh C. Jain,et al.  On the Analysis of Accumulative Difference Pictures from Image Sequences of Real World Scenes , 1979, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[15]  David C. Gibbon,et al.  Multi-modal system for locating heads and faces , 1996, Proceedings of the Second International Conference on Automatic Face and Gesture Recognition.

[16]  Vladimir Pavlovic,et al.  A dynamic Bayesian network approach to figure tracking using learned dynamic models , 1999, Proceedings of the Seventh IEEE International Conference on Computer Vision.

[17]  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.

[18]  Norman I. Badler,et al.  Digital Representations of Human Movement , 1979, CSUR.

[19]  Larry S. Davis,et al.  Computing 3-D head orientation from a monocular image sequence , 1996, Proceedings of the Second International Conference on Automatic Face and Gesture Recognition.

[20]  Andrew Blake,et al.  A framework for spatiotemporal control in the tracking of visual contours , 1993, International Journal of Computer Vision.

[21]  R. F. Rashid,et al.  Towards a system for the interpretation of moving light displays , 1980, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[22]  Alex Waibel,et al.  Face locating and tracking for human-computer interaction , 1994, Proceedings of 1994 28th Asilomar Conference on Signals, Systems and Computers.

[23]  Shaogang Gong,et al.  Object Tracking Using Adaptive Color Mixture Models , 1998, ACCV.

[24]  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.

[25]  J. Cutting,et al.  Recognizing the sex of a walker from a dynamic point-light display , 1977 .

[26]  Abdul Nasser S. Abu-Rezq,et al.  Arabic glove-talk (AGT): A communication aid for vocally impaired , 1998, Pattern Analysis and Applications.

[27]  Michael Isard,et al.  3D position, attitude and shape input using video tracking of hands and lips , 1994, SIGGRAPH.

[28]  Jean-Christophe Terrillon,et al.  Comparative Performance of Different Chrominance Spaces for Color Segmentation and Detection of Human Faces in Complex Scene Images , 1999 .

[29]  T D Albright,et al.  Visual motion perception. , 1995, Proceedings of the National Academy of Sciences of the United States of America.

[30]  David C. Hogg,et al.  Towards 3D hand tracking using a deformable model , 1996, Proceedings of the Second International Conference on Automatic Face and Gesture Recognition.

[31]  Collin Wang,et al.  A virtual end-effector pointing system in point-and-direct robotics for inspection of surface flaws using a neural network based skeleton transform , 1993, [1993] Proceedings IEEE International Conference on Robotics and Automation.

[32]  Thomas S. Huang,et al.  Estimating Articulated Motion by Decomposition , 1994 .

[33]  Ulrich Kressel,et al.  Tracking non-rigid, moving objects based on color cluster flow , 1997, Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

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

[35]  Ioannis Pitas,et al.  Facial feature extraction and pose determination , 2000, Pattern Recognit..

[36]  Takeo Kanade,et al.  Visual Tracking of High DOF Articulated Structures: an Application to Human Hand Tracking , 1994, ECCV.

[37]  Eric Horvitz,et al.  Bayesian Modality Fusion: Probabilistic Integration of Multiple Vision Algorithms for Head Tracking , 1999 .

[38]  Christian Schlegel,et al.  Vision Based Person Tracking with a Mobile Robot , 1998, BMVC.

[39]  Verónica Vilaplana,et al.  Face segmentation and tracking based on connected operators and partition projection , 2002, Pattern Recognit..

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

[41]  Takeo Kanade,et al.  Dual-state parametric eye tracking , 2000, Proceedings Fourth IEEE International Conference on Automatic Face and Gesture Recognition (Cat. No. PR00580).

[42]  Pascal Fua,et al.  Human Body Modeling and Motion Analysis From Video Sequences , 1998 .

[43]  Jake K. Aggarwal,et al.  Structure from Motion of Rigid and Jointed Objects , 1981, Artif. Intell..

[44]  Anil K. Jain,et al.  Object Tracking Using Deformable Templates , 1998, ICCV.

[45]  S. Gong,et al.  Tracking hybrid 2D-3D human models from multiple views , 1999, Proceedings IEEE International Workshop on Modelling People. MPeople'99.

[46]  Shaogang Gong,et al.  Bayesian Modality Fusion for Tracking Multiple People with a Multi-Camera System , 2002 .

[47]  Takeo Kanade,et al.  DigitEyes: Vision-Based Human Hand Tracking , 1993 .

[48]  Shaogang Gong,et al.  Tracking Discontinuous Motion Using Bayesian Inference , 2000, ECCV.

[49]  S. Birchfield,et al.  An elliptical head tracker , 1997, Conference Record of the Thirty-First Asilomar Conference on Signals, Systems and Computers (Cat. No.97CB36136).

[50]  Alex Pentland,et al.  Motion regularization for model-based head tracking , 1996, Proceedings of 13th International Conference on Pattern Recognition.

[51]  Daniel Thalmann,et al.  Models and Techniques in Computer Animation , 2014, Computer Animation Series.

[52]  Jitendra Malik,et al.  Matching Shapes , 2001, ICCV.

[53]  I-Cheng Chang,et al.  The model-based human body motion analysis system , 2000, Image Vis. Comput..

[54]  Munchurl Kim,et al.  Moving object segmentation in video sequences by user interaction and automatic object tracking , 2001, Image Vis. Comput..

[55]  Masayuki Nakajima,et al.  Database guided computer animation of human grasping using forward and inverse kinematics , 1999, Comput. Graph..

[56]  Ken-ichi Anjyo,et al.  Fourier principles for emotion-based human figure animation , 1995, SIGGRAPH.

[57]  Kirsti Grobel,et al.  Real-time hand-arm motion analysis using a single video camera , 1996, Proceedings of the Second International Conference on Automatic Face and Gesture Recognition.

[58]  A. Torige,et al.  Human-interface by recognition of human gesture with image processing-recognition of gesture to specify moving direction , 1992, [1992] Proceedings IEEE International Workshop on Robot and Human Communication.

[59]  Shaogang Gong,et al.  Face Tracking and Pose Representation , 1996, BMVC.

[60]  Hironobu Fujiyoshi,et al.  Moving target classification and tracking from real-time video , 1998, Proceedings Fourth IEEE Workshop on Applications of Computer Vision. WACV'98 (Cat. No.98EX201).

[61]  Shaogang Gong,et al.  Continuous global evidence-based Bayesian modality fusion for simultaneous tracking of multiple objects , 2001, Proceedings Eighth IEEE International Conference on Computer Vision. ICCV 2001.

[62]  Sang Hyun Kim,et al.  An efficient algorithm for video sequence matching using the modified Hausdorff distance and the directed divergence , 2002, IEEE Trans. Circuits Syst. Video Technol..

[63]  C. Malsburg,et al.  Self-organized integration of adaptive visual cues for face tracking , 2000, Proceedings Fourth IEEE International Conference on Automatic Face and Gesture Recognition (Cat. No. PR00580).

[64]  Pietro Perona,et al.  Monocular tracking of the human arm in 3D , 1995, Proceedings of IEEE International Conference on Computer Vision.

[65]  Shaogang Gong,et al.  Fusion of perceptual cues for robust tracking of head pose and position , 2001, Pattern Recognit..

[66]  A. N. Rajagopalan,et al.  Gait-based recognition of humans using continuous HMMs , 2002, Proceedings of Fifth IEEE International Conference on Automatic Face Gesture Recognition.

[67]  Patrick Bouthemy,et al.  Real-Time Tracking of Moving Persons by Exploiting Spatio-Temporal Image Slices , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[68]  Larry S. Davis,et al.  Real-time periodic motion detection, analysis, and applications , 1999, Proceedings. 1999 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No PR00149).

[69]  Lijun Yin,et al.  Synthesizing realistic facial animations using energy minimization for model-based coding , 2001, Pattern Recognit..

[70]  Camillo J. Taylor,et al.  Reconstruction of Articulated Objects from Point Correspondences in a Single Uncalibrated Image , 2000, Comput. Vis. Image Underst..

[71]  S. Stevenage,et al.  Visual analysis of gait as a cue to identity , 1999 .

[72]  Eric L. Huber,et al.  3-D real-time gesture recognition using proximity spaces , 1996, Proceedings Third IEEE Workshop on Applications of Computer Vision. WACV'96.

[73]  R.B. Davis,et al.  Clinical gait analysis , 1988, IEEE Engineering in Medicine and Biology Magazine.

[74]  Alex Pentland,et al.  Recovery of Nonrigid Motion and Structure , 1991, IEEE Trans. Pattern Anal. Mach. Intell..

[75]  Rómer Rosales.  Recognition of Human Action Using Moment-Based Features , 1998 .

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

[77]  Jean-Luc Dugelay,et al.  A visual analysis/synthesis feedback loop for accurate face tracking , 2001, Signal Process. Image Commun..

[78]  Peter M. Grant,et al.  Facial Motion Analysis for Content-based Video Coding , 2000, Real Time Imaging.

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

[80]  D. Rees,et al.  Three-dimensional pose from two-dimensional images: a novel approach using synergetic networks , 1995, Proceedings of ICNN'95 - International Conference on Neural Networks.

[81]  Josep Amat,et al.  Stereoscopic system for human body tracking in natural scenes , 1999, Proceedings IEEE International Workshop on Modelling People. MPeople'99.

[82]  Heinrich Niemann,et al.  Gait Classification with HMMs for Trajectories of Body Parts Extracted by Mixture Densities , 1998, BMVC.

[83]  Ioannis Pitas,et al.  A novel method for automatic face segmentation, facial feature extraction and tracking , 1998, Signal Process. Image Commun..

[84]  H. Martin Hunke,et al.  Locating and Tracking of Human Faces with Neural Networks , 1994 .

[85]  Hideo Saito,et al.  Human hand tracking from binocular image sequences , 1996, Proceedings of the 1996 IEEE IECON. 22nd International Conference on Industrial Electronics, Control, and Instrumentation.

[86]  Pascal Fua,et al.  Realistic Human Body Modeling , 1998 .

[87]  Thomas B. Moeslund,et al.  3D human pose estimation using 2D-Data and an alternative phase space representation , 2000 .

[88]  Ioannis Pitas,et al.  Facial Feature Extraction and Determination of Pose , 1998, NMBIA.

[89]  E. Adelson,et al.  Analyzing gait with spatiotemporal surfaces , 1994, Proceedings of 1994 IEEE Workshop on Motion of Non-rigid and Articulated Objects.

[90]  Shan Lu,et al.  Color-based hands tracking system for sign language recognition , 1998, Proceedings Third IEEE International Conference on Automatic Face and Gesture Recognition.

[91]  C. Jennings,et al.  Robust finger tracking with multiple cameras , 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).

[92]  Tae-Woong Yoo,et al.  A fast algorithm for tracking human faces based on chromatic histograms , 1999, Pattern Recognit. Lett..

[93]  David C. Hogg,et al.  An efficient method for contour tracking using active shape models , 1994, Proceedings of 1994 IEEE Workshop on Motion of Non-rigid and Articulated Objects.

[94]  Mansoor Sarhadi,et al.  Non-linear statistical models for the 3D reconstruction of human pose and motion from monocular image sequences , 2000, Image Vis. Comput..

[95]  Junji Yamato,et al.  Recognizing human action in time-sequential images using hidden Markov model , 1992, Proceedings 1992 IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[96]  James W. Davis,et al.  Real-time closed-world tracking , 1997, Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[97]  Fadi Dornaika,et al.  Pose Estimation using Point and Line Correspondences , 1999, Real Time Imaging.

[98]  Geoffrey E. Hinton,et al.  Glove-Talk: a neural network interface between a data-glove and a speech synthesizer , 1993, IEEE Trans. Neural Networks.

[99]  Karl Rohr,et al.  Human Movement Analysis Based on Explicit Motion Models , 1997 .

[100]  Trevor Darrell,et al.  A virtual mirror interface using real-time robust face tracking , 1998, Proceedings Third IEEE International Conference on Automatic Face and Gesture Recognition.

[101]  Alex Pentland,et al.  Dynamic models of human motion , 1998, Proceedings Third IEEE International Conference on Automatic Face and Gesture Recognition.

[102]  Koichiro Akita,et al.  Image sequence analysis of real world human motion , 1984, Pattern Recognit..

[103]  Paul W. Fieguth,et al.  Color-based tracking of heads and other mobile objects at video frame rates , 1997, Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[104]  Masanobu Yamamoto,et al.  Human motion analysis based on a robot arm model , 1991, Proceedings. 1991 IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[105]  Shaogang Gong,et al.  Tracking faces , 1996, Proceedings of the Second International Conference on Automatic Face and Gesture Recognition.

[106]  Mubarak Shah,et al.  Motion-Based Recognition , 1997, Computational Imaging and Vision.

[107]  Kin Hong Wong,et al.  An efficient iterative pose estimation algorithm , 1998, Image Vis. Comput..

[108]  Dariu Gavrila,et al.  The Visual Analysis of Human Movement: A Survey , 1999, Comput. Vis. Image Underst..

[109]  Alex Pentland,et al.  Space-time gestures , 1993, Proceedings of IEEE Conference on Computer Vision and Pattern Recognition.

[110]  Aaron F. Bobick,et al.  Recognition of human body motion using phase space constraints , 1995, Proceedings of IEEE International Conference on Computer Vision.

[111]  Rick Parent,et al.  Modeling Human Motion from Video for Use in Gait Analysis , 1999, AMIA.

[112]  J. Aggarwal,et al.  Lower limb kinematics of human walking with the medial axis transformation , 1994, Proceedings of 1994 IEEE Workshop on Motion of Non-rigid and Articulated Objects.

[113]  Hsi-Jian Lee,et al.  Knowledge-guided visual perception of 3-D human gait from a single image sequence , 1992, IEEE Trans. Syst. Man Cybern..

[114]  Irfan Essa,et al.  Tracking facial motion , 1994, Proceedings of 1994 IEEE Workshop on Motion of Non-rigid and Articulated Objects.

[115]  Miro Enev,et al.  Hand Tracking , 2022 .

[116]  Shaogang Gong,et al.  Tracking and segmenting people in varying lighting conditions using colour , 1998, Proceedings Third IEEE International Conference on Automatic Face and Gesture Recognition.

[117]  David J. Fleet,et al.  Stochastic Tracking of 3D Human Figures Using 2D Image Motion , 2000, ECCV.

[118]  Paolo Nesi,et al.  Tracking and Synthesizing Facial Motions with Dynamic Contours , 1996, Real Time Imaging.

[119]  Takeo Kanade,et al.  An Iterative Image Registration Technique with an Application to Stereo Vision , 1981, IJCAI.

[120]  James L. Crowley,et al.  Multi-modal tracking of faces for video communications , 1997, Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[121]  Ling Li,et al.  Simulating human walking on special terrain: up and down slopes , 2000, Comput. Graph..

[122]  Takeo Kanade,et al.  Model-based tracking of self-occluding articulated objects , 1995, Proceedings of IEEE International Conference on Computer Vision.

[123]  Marco La Cascia,et al.  Fast, reliable head tracking under varying illumination , 1999, Proceedings. 1999 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No PR00149).

[124]  Larry S. Davis,et al.  Computing 3-D head orientation from a monocular image sequence , 1996, Proceedings of the Second International Conference on Automatic Face and Gesture Recognition.

[125]  Alex Pentland,et al.  Parametrized structure from motion for 3D adaptive feedback tracking of faces , 1997, Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[126]  Yi Li,et al.  A multiscale morphological method for human posture recognition , 1998, Proceedings Third IEEE International Conference on Automatic Face and Gesture Recognition.

[127]  Jake K. Aggarwal,et al.  Tracking Human Motion in Structured Environments Using a Distributed-Camera System , 1999, IEEE Trans. Pattern Anal. Mach. Intell..

[128]  Takeo Kanade,et al.  Visual Tracking of Self-Occluding Articulated Objects , 1994 .

[129]  Qiang Ji,et al.  Real-Time Eye, Gaze, and Face Pose Tracking for Monitoring Driver Vigilance , 2002, Real Time Imaging.

[130]  Edward H. Adelson,et al.  Analyzing and recognizing walking figures in XYT , 1994, 1994 Proceedings of IEEE Conference on Computer Vision and Pattern Recognition.

[131]  Rachid Deriche,et al.  A PDE-based level-set approach for detection and tracking of moving objects , 1998, Sixth International Conference on Computer Vision (IEEE Cat. No.98CH36271).

[132]  Michael J. Swain,et al.  Real-time Gesture Recognition with the Perseus System , 1996 .

[133]  James W. Davis,et al.  GESTURE RECOGNITION , 2023, International Research Journal of Modernization in Engineering Technology and Science.

[134]  Chee Sun Won,et al.  Fast object tracking in digital video , 2000, IEEE Trans. Consumer Electron..

[135]  A. David Marshall,et al.  Tracking people in three dimensions using a hierarchical model of dynamics , 2002, Image Vis. Comput..

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

[137]  Rachid Deriche,et al.  Geodesic Active Regions for Tracking , 1999, ICCV 1999.

[138]  Aaron F. Bobick,et al.  A state-based technique for the summarization and recognition of gesture , 1995, Proceedings of IEEE International Conference on Computer Vision.

[139]  Takashi Matsuyama,et al.  Multiobject Behavior Recognition by Event Driven Selective Attention Method , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[140]  A Koukam,et al.  Combining objects and planning paradigms for human skeleton animation , 1998 .

[141]  Maja Pantic,et al.  Expert system for automatic analysis of facial expressions , 2000, Image Vis. Comput..

[142]  Mohammed Yeasin,et al.  Development of an Automated Image Processing System for Kinematic Analysis of Human Gait , 2000, Real Time Imaging.

[143]  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.

[144]  Kin Hong Wong,et al.  An Efficient Iterative Pose Estimation Algorithm , 1998, ACCV.

[145]  James L. Crowley,et al.  Active hand tracking , 1998, Proceedings Third IEEE International Conference on Automatic Face and Gesture Recognition.

[146]  Leonid V. Tsap.  Gesture-Tracking in Real Time with Dynamic Regional Range Computation , 2002, Real Time Imaging.

[147]  Ioannis A. Kakadiaris,et al.  Model-Based Estimation of 3D Human Motion , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

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

[149]  Natan Peterfreund,et al.  Robust Tracking of Position and Velocity With Kalman Snakes , 1999, IEEE Trans. Pattern Anal. Mach. Intell..

[150]  Alexander H. Waibel,et al.  A real-time face tracker , 1996, Proceedings Third IEEE Workshop on Applications of Computer Vision. WACV'96.

[151]  Haiyuan Wu,et al.  3D head pose estimation using color information , 1999, Proceedings IEEE International Conference on Multimedia Computing and Systems.

[152]  James M. Rehg,et al.  A multiple hypothesis approach to figure tracking , 1999, Proceedings. 1999 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No PR00149).

[153]  Alberto Del Bimbo,et al.  Real-time head tracking from the deformation of eye contours using a piecewise affine camera , 1999, Pattern Recognit. Lett..

[154]  Jian-Gang Wang,et al.  Pose determination of human faces by using vanishing points , 2001, Pattern Recognit..

[155]  Alex Pentland,et al.  LAFTER: a real-time face and lips tracker with facial expression recognition , 2000, Pattern Recognit..

[156]  Christopher R. Wren,et al.  Real-Time 3-D Tracking of the Human Body , 1996 .

[157]  Seong-Whan Lee,et al.  Real-time tracking of multiple objects in space-variant vision based on magnocellular visual pathway , 2002, Pattern Recognit..

[158]  Alex Waibel,et al.  Gaze Tracking Based on Face‐Color , 1995 .

[159]  Roberto Cipolla,et al.  Non-intrusive gaze tracking for human-computer interaction , 1994 .

[160]  Gang Xu,et al.  Tracking Human Body Motion Based on a Stick Figure Model , 1994, J. Vis. Commun. Image Represent..

[161]  Neil Davey,et al.  Analysis of Human Motion Using Snakes and Neural Networks , 2000, AMDO.

[162]  David C. Hogg,et al.  3D Deformable Hand Models , 1996, Gesture Workshop.

[163]  James W. Davis,et al.  The representation and recognition of human movement using temporal templates , 1997, Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[164]  K. Rohr.  Towards model-based recognition of human movements in image sequences , 1994 .

[165]  Jake K. Aggarwal,et al.  Human Motion Analysis: A Review , 1999, Comput. Vis. Image Underst..

[166]  Michael J. Black,et al.  Tracking and recognizing rigid and non-rigid facial motions using local parametric models of image motion , 1995, Proceedings of IEEE International Conference on Computer Vision.

[167]  A. Pentland,et al.  Attention-driven Expression and Gesture Analysis in an Interactive Environment , 1995 .

[168]  A. Murat Tekalp,et al.  Tracking multiple objects in the presence of articulated and occluded motion , 2000, Proceedings Workshop on Human Motion.

[169]  Jake K. Aggarwal,et al.  Articulated and elastic non-rigid motion: a review , 1994, Proceedings of 1994 IEEE Workshop on Motion of Non-rigid and Articulated Objects.

[170]  David Bull,et al.  Higher order spatial transformations for motion analysis and modelling , 1999 .

[171]  Wei Sun,et al.  Virtual people: capturing human models to populate virtual worlds , 1999, Proceedings Computer Animation 1999.

[172]  Helge J. Ritter,et al.  Recognition of human head orientation based on artificial neural networks , 1998, IEEE Trans. Neural Networks.

[173]  Michael W. Whittle,et al.  Clinical gait analysis: A review , 1996 .

[174]  Thomas S. Huang,et al.  Model-based human body tracking , 2002, Object recognition supported by user interaction for service robots.

[175]  Shaogang Gong,et al.  VIGOUR: a system for tracking and recognition of multiple people and their activities , 2000, Proceedings 15th International Conference on Pattern Recognition. ICPR-2000.

[176]  Francisco J. Perales,et al.  A system for human motion matching between synthetic and real images based on a biomechanic graphical model , 1994, Proceedings of 1994 IEEE Workshop on Motion of Non-rigid and Articulated Objects.

[177]  Ying Wu,et al.  Human hand modeling, analysis and animation in the context of HCI , 1999, Proceedings 1999 International Conference on Image Processing (Cat. 99CH36348).

[178]  Norman I. Badler,et al.  Virtual humans for animation, ergonomics, and simulation , 1997, Proceedings IEEE Nonrigid and Articulated Motion Workshop.

[179]  M. Nixon,et al.  Human gait recognition in canonical space using temporal templates , 1999 .

[180]  Michael J. Black,et al.  Cardboard people: a parameterized model of articulated image motion , 1996, Proceedings of the Second International Conference on Automatic Face and Gesture Recognition.

[181]  Ioannis Pitas,et al.  Segmentation and tracking of faces in color images , 1996, Proceedings of the Second International Conference on Automatic Face and Gesture Recognition.

[182]  José Teixeira,et al.  Advanced interaction techniques in virtual environments , 1993, Comput. Graph..

[183]  D. Gavrila,et al.  3-D model-based tracking of human upper body movement: a multi-view approach , 1995, Proceedings of International Symposium on Computer Vision - ISCV.

[184]  Mubarak Shah,et al.  A virtual 3D blackboard: 3D finger tracking using a single camera , 2000, Proceedings Fourth IEEE International Conference on Automatic Face and Gesture Recognition (Cat. No. PR00580).

[185]  Yee-Hong Yang,et al.  An Empirical Approach to Human Body Motion Analysis , 1994 .

[186]  Jake K. Aggarwal,et al.  Visually Interpreting the Motion of Objects in Space , 1981, Computer.

[187]  Stephen J. McKenna,et al.  Hand tracking for behaviour understanding , 2002, Image Vis. Comput..

[188]  Gary Bradski,et al.  Computer Vision Face Tracking For Use in a Perceptual User Interface , 1998 .

[189]  Gregory D. Hager,et al.  Probabilistic Data Association Methods for Tracking Complex Visual Objects , 2001, IEEE Trans. Pattern Anal. Mach. Intell..

[190]  Daphna Weinshall,et al.  Motion of disturbances: detection and tracking of multi-body non-rigid motion , 1999, Machine Vision and Applications.

[191]  Patrick Pérez,et al.  Color-Based Probabilistic Tracking , 2002, ECCV.

[192]  Michael J. Black,et al.  EigenTracking: Robust Matching and Tracking of Articulated Objects Using a View-Based Representation , 1996, International Journal of Computer Vision.

[193]  Johnson I. Agbinya,et al.  Multi-Object Tracking in Video , 1999, Real Time Imaging.

[194]  Alex Waibel,et al.  Tracking Human Faces in Real-Time, , 1995 .

[195]  TechnologySankt,et al.  The Responsive Workbench , 1994 .

[196]  Andrew Blake,et al.  A Probabilistic Exclusion Principle for Tracking Multiple Objects , 2004, International Journal of Computer Vision.

[197]  Dmitry B. Goldgof,et al.  Nonrigid motion analysis based on dynamic refinement of finite element models , 1998, Proceedings. 1998 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No.98CB36231).

[198]  Larry S. Davis,et al.  3-D model-based tracking of humans in action: a multi-view approach , 1996, Proceedings CVPR IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[199]  SamalAshok,et al.  Automatic recognition and analysis of human faces and facial expressions , 1992 .

[200]  Konstantinos N. Plataniotis,et al.  Automatic location and tracking of the facial region in color video sequences , 1999, Signal Process. Image Commun..

[201]  Shaogang Gong,et al.  A Dynamic 3D Human Model using Hybrid 2D-3D Representations in Hierarchical PCA Space , 1999, BMVC.

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

[203]  Shaogang Gong,et al.  Modelling facial colour and identity with Gaussian mixtures , 1998, Pattern Recognit..

[204]  W. Eric L. Grimson,et al.  Gait analysis for recognition and classification , 2002, Proceedings of Fifth IEEE International Conference on Automatic Face Gesture Recognition.

[205]  Larry S. Davis,et al.  W/sup 4/: A Real Time System for Detecting and Tracking People , 1998, Proceedings. 1998 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No.98CB36231).

[206]  A. Murat Tekalp,et al.  2-D mesh-based video object segmentation and tracking with occlusion resolution , 2001, Signal Process. Image Commun..

[207]  David C. Hogg,et al.  Neural networks in human motion tracking - An experimental study , 1997, Image Vis. Comput..

[208]  Kunihiro Chihara,et al.  A robust algorithm for 3D head pose estimation , 1998, Proceedings. Fourteenth International Conference on Pattern Recognition (Cat. No.98EX170).

[209]  Dieter Schmalstieg,et al.  Finger tracking for interaction in augmented environments , 2001, Proceedings IEEE and ACM International Symposium on Augmented Reality.

[210]  Franck Multon,et al.  Dynamic analysis of human walking , 1997, Computer Animation and Simulation.

[211]  Trevor Darrell,et al.  Integrated Person Tracking Using Stereo, Color, and Pattern Detection , 2000, International Journal of Computer Vision.

[212]  D A Winter,et al.  A mathematical model for the dynamics of human locomotion. , 1980, Journal of biomechanics.

[213]  Mark S. Nixon,et al.  Recognising humans by gait via parametric canonical space , 1999, Artif. Intell. Eng..

[214]  James L. Crowley,et al.  Finger Tracking as an Input Device for Augmented Reality , 1995 .

[215]  Olivier D. Faugeras,et al.  3D Articulated Models and Multiview Tracking with Physical Forces , 2001, Comput. Vis. Image Underst..

[216]  Patrick Bouthemy,et al.  Complex object tracking by visual servoing based on 2D image motion , 1998, Proceedings. Fourteenth International Conference on Pattern Recognition (Cat. No.98EX170).

[217]  David Zeltzer,et al.  A survey of glove-based input , 1994, IEEE Computer Graphics and Applications.

[218]  Horace Ho-Shing Ip,et al.  Animation of hand motion from target posture images using an anatomy-based hierarchical model , 2001, Comput. Graph..

[219]  Norman I. Badler,et al.  Simulating humans: computer graphics animation and control , 1993 .

[220]  Bernd Fröhlich,et al.  The Responsive Workbench [virtual work environment] , 1994, IEEE Computer Graphics and Applications.

[221]  Alex Pentland,et al.  Pfinder: Real-Time Tracking of the Human Body , 1997, IEEE Trans. Pattern Anal. Mach. Intell..

[222]  Larry S. Davis,et al.  W4S : A real-time system for detecting and tracking people in 2 D , 1998, eccv 1998.

[223]  S. Ahmad,et al.  A usable real-time 3D hand tracker , 1994, Proceedings of 1994 28th Asilomar Conference on Signals, Systems and Computers.

[224]  Fabrizio Smeraldi,et al.  Saccadic search with Gabor features applied to eye detection and real-time head tracking , 2000, Image Vis. Comput..

[225]  Noboru Ohnishi,et al.  Cue circles: image feature for measuring 3-D motion of articulated objects using sequential image pair , 1998, Proceedings Third IEEE International Conference on Automatic Face and Gesture Recognition.

[226]  David C. Brogan,et al.  Animating human athletics , 1995, SIGGRAPH.

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

[228]  G. Hayes,et al.  Human walking: tracking and analysis , 1999 .

[229]  Timothy F. Cootes,et al.  Active Shape Models - 'smart snakes' , 1992, BMVC.

[230]  Shinn-Ying Ho,et al.  An analytic solution for the pose determination of human faces from a monocular image , 1998, Pattern Recognit. Lett..

[231]  David C. Hogg.  Model-based vision: a program to see a walking person , 1983, Image Vis. Comput..

[232]  James W. Davis,et al.  Virtual PAT: A Virtual Personal Aerobics Trainer , 1998 .

[233]  Alex Pentland,et al.  Task-Specific Gesture Analysis in Real-Time Using Interpolated Views , 1996, IEEE Trans. Pattern Anal. Mach. Intell..

[234]  Ramakant Nevatia,et al.  Description and tracking of moving articulated objects , 1994, Systems and Computers in Japan.

[235]  Nebojsa Jojic,et al.  Tracking self-occluding articulated objects in dense disparity maps , 1999, Proceedings of the Seventh IEEE International Conference on Computer Vision.

[236]  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.

[237]  Marco La Cascia,et al.  Fast, Reliable Head Tracking under Varying Illumination: An Approach Based on Registration of Texture-Mapped 3D Models , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[238]  Timothy F. Cootes,et al.  Tracking and Recognising Hand Gestures using Statistical Shape Models , 1995, BMVC.

[239]  J. O'Rourke,et al.  Model-based image analysis of human motion using constraint propagation , 1980, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[240]  Myron W. Krueger.  Environmental technology: making the real world virtual , 1993, CACM.

[241]  Shyamsundar Rajaram,et al.  Human Activity Recognition Using Multidimensional Indexing , 2002, IEEE Trans. Pattern Anal. Mach. Intell..

[242]  Michael Isard,et al.  ICONDENSATION: Unifying Low-Level and High-Level Tracking in a Stochastic Framework , 1998, ECCV.

[243]  S Chen,et al.  Motion analysis of articulated objects and its applications in human motion analysis , 2000 .

[244]  YangMing-Hsuan,et al.  Detecting Faces in Images , 2002 .

[245]  Takeo Kanade,et al.  Multi-State Based Facial Feature Tracking and Detection , 1999 .

[246]  Atsuto Maki,et al.  Hyperpatches for 3D Model Acquisition and Tracking , 2001, IEEE Trans. Pattern Anal. Mach. Intell..

[247]  Alexandros Eleftheriadis,et al.  Automatic face location detection and tracking for model-assisted coding of video teleconferencing sequences at low bit-rates , 1995, Signal Process. Image Commun..

[248]  Rachid Deriche,et al.  Unifying boundary and region-based information for geodesic active tracking , 1999, Proceedings. 1999 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No PR00149).

[249]  Shaogang Gong,et al.  Segmentation and Tracking Using Color Mixture Models , 1998, ACCV.

[250]  Jake K. Aggarwal,et al.  Tracking human motion in an indoor environment , 1995, Proceedings., International Conference on Image Processing.

[251]  Rachid Deriche,et al.  Region tracking through image sequences , 1995, Proceedings of IEEE International Conference on Computer Vision.

[252]  Vladimir Pavlovic,et al.  Visual Interpretation of Hand Gestures for Human-Computer Interaction: A Review , 1997, IEEE Trans. Pattern Anal. Mach. Intell..

[253]  Tosiyasu L. Kunii,et al.  Constraint-Based Hand Animation , 1993 .

[254]  Seok-Woo Jang,et al.  2D human body tracking with Structural Kalman filter , 2002, Pattern Recognit..

[255]  Harald Kirchner,et al.  STABIL: a system for monitoring persons in image sequences , 1996, Electronic Imaging.

[256]  Takeo Kanade,et al.  Detection, tracking, and classification of action units in facial expression , 2000, Robotics Auton. Syst..

[257]  Shaogang Gong,et al.  Face Recognition in Dynamic Scenes , 1997, BMVC.

[258]  James L. Crowley,et al.  Robust face tracking using color , 2000, Proceedings Fourth IEEE International Conference on Automatic Face and Gesture Recognition (Cat. No. PR00580).

[259]  Jitendra Malik,et al.  Estimating Human Body Configurations Using Shape Context Matching , 2002, ECCV.

[260]  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.

[261]  Shaogang Gong,et al.  Tracking and Recognition of Face Sequences , 1995 .

[262]  Hironobu Fujiyoshi,et al.  Real-time human motion analysis by image skeletonization , 1998, Proceedings Fourth IEEE Workshop on Applications of Computer Vision. WACV'98 (Cat. No.98EX201).

[263]  Qiang Ji,et al.  3D Face pose estimation and tracking from a monocular camera , 2002, Image Vis. Comput..

[264]  Gerhard Rigoll,et al.  Person tracking in real-world scenarios using statistical methods , 2000, Proceedings Fourth IEEE International Conference on Automatic Face and Gesture Recognition (Cat. No. PR00580).

[265]  Stanley T. Birchfield,et al.  Elliptical head tracking using intensity gradients and color histograms , 1998, Proceedings. 1998 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No.98CB36231).