A survey of vision-based methods for action representation, segmentation and recognition

[1]  Pinar Duygulu Sahin,et al.  Histogram of oriented rectangles: A new pose descriptor for human action recognition , 2009, Image Vis. Comput..

[2]  Jake K. Aggarwal,et al.  Spatio-temporal relationship match: Video structure comparison for recognition of complex human activities , 2009, 2009 IEEE 12th International Conference on Computer Vision.

[3]  Christopher Joseph Pal,et al.  Activity recognition using the velocity histories of tracked keypoints , 2009, 2009 IEEE 12th International Conference on Computer Vision.

[4]  Jiebo Luo,et al.  Recognizing realistic actions from videos “in the wild” , 2009, 2009 IEEE Conference on Computer Vision and Pattern Recognition.

[5]  Yiannis Kompatsiaris,et al.  Human Motion Analysis via Statistical Motion Processing and Sequential Change Detection , 2009, EURASIP J. Image Video Process..

[6]  Thomas B. Moeslund,et al.  View invariant gesture recognition using the CSEM SwissRanger SR-2 camera , 2008, Int. J. Intell. Syst. Technol. Appl..

[7]  Ali Farhadi,et al.  Learning to Recognize Activities from the Wrong View Point , 2008, ECCV.

[8]  Andrew Gilbert,et al.  Scale Invariant Action Recognition Using Compound Features Mined from Dense Spatio-temporal Corners , 2008, ECCV.

[9]  Du Tran,et al.  Human Activity Recognition with Metric Learning , 2008, ECCV.

[10]  Liang-Tien Chia,et al.  Motion Context: A New Representation for Human Action Recognition , 2008, ECCV.

[11]  Patrick Pérez,et al.  Cross-View Action Recognition from Temporal Self-similarities , 2008, ECCV.

[12]  Cordelia Schmid,et al.  A Spatio-Temporal Descriptor Based on 3D-Gradients , 2008, BMVC.

[13]  Mubarak Shah,et al.  Learning 4D action feature models for arbitrary view action recognition , 2008, 2008 IEEE Conference on Computer Vision and Pattern Recognition.

[14]  Larry S. Davis,et al.  Action recognition using ballistic dynamics , 2008, 2008 IEEE Conference on Computer Vision and Pattern Recognition.

[15]  Luc Van Gool,et al.  Action snippets: How many frames does human action recognition require? , 2008, 2008 IEEE Conference on Computer Vision and Pattern Recognition.

[16]  Rama Chellappa,et al.  Statistical analysis on Stiefel and Grassmann manifolds with applications in computer vision , 2008, 2008 IEEE Conference on Computer Vision and Pattern Recognition.

[17]  Greg Mori,et al.  Action recognition by learning mid-level motion features , 2008, 2008 IEEE Conference on Computer Vision and Pattern Recognition.

[18]  Ramakant Nevatia,et al.  View and scale invariant action recognition using multiview shape-flow models , 2008, 2008 IEEE Conference on Computer Vision and Pattern Recognition.

[19]  Hassan Foroosh,et al.  View-invariant action recognition using fundamental ratios , 2008, 2008 IEEE Conference on Computer Vision and Pattern Recognition.

[20]  Edmond Boyer,et al.  Action recognition using exemplar-based embedding , 2008, 2008 IEEE Conference on Computer Vision and Pattern Recognition.

[21]  Richard Souvenir,et al.  Learning the viewpoint manifold for action recognition , 2008, 2008 IEEE Conference on Computer Vision and Pattern Recognition.

[22]  Václav Hlavác,et al.  Pose primitive based human action recognition in videos or still images , 2008, 2008 IEEE Conference on Computer Vision and Pattern Recognition.

[23]  Li Wang,et al.  Discriminative human action segmentation and recognition using semi-Markov model , 2008, 2008 IEEE Conference on Computer Vision and Pattern Recognition.

[24]  Mubarak Shah,et al.  Learning human actions via information maximization , 2008, 2008 IEEE Conference on Computer Vision and Pattern Recognition.

[25]  Cordelia Schmid,et al.  Learning realistic human actions from movies , 2008, 2008 IEEE Conference on Computer Vision and Pattern Recognition.

[26]  Mubarak Shah,et al.  Recognizing human actions using multiple features , 2008, 2008 IEEE Conference on Computer Vision and Pattern Recognition.

[27]  Mubarak Shah,et al.  Action MACH a spatio-temporal Maximum Average Correlation Height filter for action recognition , 2008, 2008 IEEE Conference on Computer Vision and Pattern Recognition.

[28]  Roman Filipovych,et al.  Learning human motion models from unsegmented videos , 2008, 2008 IEEE Conference on Computer Vision and Pattern Recognition.

[29]  Juan Carlos Niebles,et al.  Spatial-Temporal correlatons for unsupervised action classification , 2008, 2008 IEEE Workshop on Motion and video Computing.

[30]  Juan Carlos Niebles,et al.  Unsupervised Learning of Human Action Categories Using Spatial-Temporal Words , 2008, International Journal of Computer Vision.

[31]  Thomas Serre,et al.  A Biologically Inspired System for Action Recognition , 2007, 2007 IEEE 11th International Conference on Computer Vision.

[32]  Martial Hebert,et al.  Event Detection in Crowded Videos , 2007, 2007 IEEE 11th International Conference on Computer Vision.

[33]  Patrick Pérez,et al.  Retrieving actions in movies , 2007, 2007 IEEE 11th International Conference on Computer Vision.

[34]  Rémi Ronfard,et al.  Action Recognition from Arbitrary Views using 3D Exemplars , 2007, 2007 IEEE 11th International Conference on Computer Vision.

[35]  Roberto Cipolla,et al.  Extracting Spatiotemporal Interest Points using Global Information , 2007, 2007 IEEE 11th International Conference on Computer Vision.

[36]  Fei-Fei Li,et al.  What, where and who? Classifying events by scene and object recognition , 2007, 2007 IEEE 11th International Conference on Computer Vision.

[37]  Sebastian Nowozin,et al.  Discriminative Subsequence Mining for Action Classification , 2007, 2007 IEEE 11th International Conference on Computer Vision.

[38]  Yang Wang,et al.  Semi-Latent Dirichlet Allocation: A Hierarchical Model for Human Action Recognition , 2007, Workshop on Human Motion.

[39]  Pinar Duygulu Sahin,et al.  Human Action Recognition Using Distribution of Oriented Rectangular Patches , 2007, Workshop on Human Motion.

[40]  Mircea Nicolescu,et al.  Vision-based hand pose estimation: A review , 2007, Comput. Vis. Image Underst..

[41]  Mubarak Shah,et al.  A 3-dimensional sift descriptor and its application to action recognition , 2007, ACM Multimedia.

[42]  Liang Wang,et al.  Recognizing Human Activities from Silhouettes: Motion Subspace and Factorial Discriminative Graphical Model , 2007, 2007 IEEE Conference on Computer Vision and Pattern Recognition.

[43]  Hongying Meng,et al.  A Human Action Recognition System for Embedded Computer Vision Application , 2007, 2007 IEEE Conference on Computer Vision and Pattern Recognition.

[44]  Juan Carlos Niebles,et al.  A Hierarchical Model of Shape and Appearance for Human Action Classification , 2007, 2007 IEEE Conference on Computer Vision and Pattern Recognition.

[45]  Svetha Venkatesh,et al.  Tracking-as-Recognition for Articulated Full-Body Human Motion Analysis , 2007, 2007 IEEE Conference on Computer Vision and Pattern Recognition.

[46]  Ramakant Nevatia,et al.  Single View Human Action Recognition using Key Pose Matching and Viterbi Path Searching , 2007, 2007 IEEE Conference on Computer Vision and Pattern Recognition.

[47]  Tae-Kyun Kim,et al.  Learning Motion Categories using both Semantic and Structural Information , 2007, 2007 IEEE Conference on Computer Vision and Pattern Recognition.

[48]  Trevor Darrell,et al.  Latent-Dynamic Discriminative Models for Continuous Gesture Recognition , 2007, 2007 IEEE Conference on Computer Vision and Pattern Recognition.

[49]  David A. Forsyth,et al.  Searching Video for Complex Activities with Finite State Models , 2007, 2007 IEEE Conference on Computer Vision and Pattern Recognition.

[50]  Yiannis Aloimonos,et al.  A Language for Human Action , 2007, Computer.

[51]  Sato Yoichi,et al.  An MDL Approach to Learning Activity Grammars , 2006 .

[52]  Adrian Hilton,et al.  A survey of advances in vision-based human motion capture and analysis , 2006, Comput. Vis. Image Underst..

[53]  Rémi Ronfard,et al.  Free viewpoint action recognition using motion history volumes , 2006, Comput. Vis. Image Underst..

[54]  Josechu J. Guerrero,et al.  Viewpoint Independent Human Motion Analysis in Man-made Environments , 2006, BMVC.

[55]  Mohiuddin Ahmad,et al.  HMM-based Human Action Recognition Using Multiview Image Sequences , 2006, 18th International Conference on Pattern Recognition (ICPR'06).

[56]  Sang-Woong Lee,et al.  Volume Motion Template for View-Invariant Gesture Recognition , 2006, 18th International Conference on Pattern Recognition (ICPR'06).

[57]  Rémi Ronfard,et al.  Automatic Discovery of Action Taxonomies from Multiple Views , 2006, 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'06).

[58]  Yang Wang,et al.  Unsupervised Discovery of Action Classes , 2006, 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'06).

[59]  Trevor Darrell,et al.  Hidden Conditional Random Fields for Gesture Recognition , 2006, 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'06).

[60]  Ashok Veeraraghavan,et al.  The Function Space of an Activity , 2006, 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'06).

[61]  Augusto Sarti,et al.  3-D Body Posture Tracking For Human Action Template Matching , 2006, 2006 IEEE International Conference on Acoustics Speech and Signal Processing Proceedings.

[62]  Ramakant Nevatia,et al.  Recognition and Segmentation of 3-D Human Action Using HMM and Multi-class AdaBoost , 2006, ECCV.

[63]  Ankur Agarwal,et al.  Recovering 3D human pose from monocular images , 2006, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[64]  Michael J. Black,et al.  HumanEva: Synchronized Video and Motion Capture Dataset for Evaluation of Articulated Human Motion , 2006 .

[65]  Cristian Sminchisescu,et al.  Conditional models for contextual human motion recognition , 2006, Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1.

[66]  Ramakant Nevatia,et al.  3D Human Action Recognition Using Spatio-temporal Motion Templates , 2005, ICCV-HCI.

[67]  Yaser Sheikh,et al.  Exploring the space of a human action , 2005, Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1.

[68]  Ronen Basri,et al.  Actions as space-time shapes , 2005, Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1.

[69]  Martial Hebert,et al.  Efficient visual event detection using volumetric features , 2005, Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1.

[70]  Michal Irani,et al.  Detecting Irregularities in Images and in Video , 2005, Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1.

[71]  Ian D. Reid,et al.  Behaviour understanding in video: a combined method , 2005, Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1.

[72]  Svetha Venkatesh,et al.  Combining image regions and human activity for indirect object recognition in indoor wide-angle views , 2005, Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1.

[73]  Mubarak Shah,et al.  Recognizing human actions in videos acquired by uncalibrated moving cameras , 2005, Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1.

[74]  Serge J. Belongie,et al.  Behavior recognition via sparse spatio-temporal features , 2005, 2005 IEEE International Workshop on Visual Surveillance and Performance Evaluation of Tracking and Surveillance.

[75]  Mubarak Shah,et al.  Actions sketch: a novel action representation , 2005, 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05).

[76]  Thomas Serre,et al.  Object recognition with features inspired by visual cortex , 2005, 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05).

[77]  Bill Triggs,et al.  Histograms of oriented gradients for human detection , 2005, 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05).

[78]  Tat-Jen Cham,et al.  Video-based Human Action Classi.cation with Ambiguous Correspondences , 2005, 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Workshops.

[79]  G LoweDavid,et al.  Distinctive Image Features from Scale-Invariant Keypoints , 2004 .

[80]  Augusto Sarti,et al.  Action modeling with volumetric data , 2004, 2004 International Conference on Image Processing, 2004. ICIP '04..

[81]  M. Shah,et al.  On the use of anthropometry in the invariant analysis of human actions , 2004, Proceedings of the 17th International Conference on Pattern Recognition, 2004. ICPR 2004..

[82]  Svetha Venkatesh,et al.  Human action segmentation via controlled use of missing data in HMMs , 2004, Proceedings of the 17th International Conference on Pattern Recognition, 2004. ICPR 2004..

[83]  B. Caputo,et al.  Recognizing human actions: a local SVM approach , 2004, Proceedings of the 17th International Conference on Pattern Recognition, 2004. ICPR 2004..

[84]  Tieniu Tan,et al.  A survey on visual surveillance of object motion and behaviors , 2004, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[85]  Jianbo Shi,et al.  Detecting unusual activity in video , 2004, Proceedings of the 2004 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2004. CVPR 2004..

[86]  Ling Guan,et al.  Quantifying and recognizing human movement patterns from monocular video Images-part I: a new framework for modeling human motion , 2004, IEEE Transactions on Circuits and Systems for Video Technology.

[87]  Mubarak Shah,et al.  View-Invariant Representation and Recognition of Actions , 2002, International Journal of Computer Vision.

[88]  Kunio Fukunaga,et al.  Natural Language Description of Human Activities from Video Images Based on Concept Hierarchy of Actions , 2002, International Journal of Computer Vision.

[89]  Steven M. Seitz,et al.  View-Invariant Analysis of Cyclic Motion , 1997, International Journal of Computer Vision.

[90]  Takeo Kanade,et al.  Shape and motion from image streams under orthography: a factorization method , 1992, International Journal of Computer Vision.

[91]  T. Funkhouser,et al.  Shape representations and algorithms for three-dimensional model retrieval , 2004 .

[92]  Y. Aloimonos,et al.  View invariant identification of pose sequences for action recognition , 2004 .

[93]  Gabriela Csurka,et al.  Visual categorization with bags of keypoints , 2002, eccv 2004.

[94]  Michael Kazhdan,et al.  SHAPE REPRESENTATIONS AND ALGORITHMS FOR 3D MODEL RETRIEVAL , 2004 .

[95]  David A. Forsyth,et al.  Automatic Annotation of Everyday Movements , 2003, NIPS.

[96]  Osama Masoud,et al.  Image-based reconstruction for view-independent human motion recognition , 2003, Proceedings 2003 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2003) (Cat. No.03CH37453).

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

[98]  Sethuraman Panchanathan,et al.  Gesture segmentation in complex motion sequences , 2003, Proceedings 2003 International Conference on Image Processing (Cat. No.03CH37429).

[99]  Sangho Park,et al.  Recognition of two-person interactions using a hierarchical Bayesian network , 2003, IWVS '03.

[100]  Isaac Cohen,et al.  Inference of human postures by classification of 3D human body shape , 2003, 2003 IEEE International SOI Conference. Proceedings (Cat. No.03CH37443).

[101]  Jitendra Malik,et al.  Recognizing action at a distance , 2003, Proceedings Ninth IEEE International Conference on Computer Vision.

[102]  Ivan Laptev,et al.  On Space-Time Interest Points , 2003, Proceedings Ninth IEEE International Conference on Computer Vision.

[103]  Osama Masoud,et al.  A method for human action recognition , 2003, Image Vis. Comput..

[104]  Rama Chellappa,et al.  View invariants for human action recognition , 2003, 2003 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2003. Proceedings..

[105]  Larry S. Davis,et al.  Learning dynamics for exemplar-based gesture recognition , 2003, 2003 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2003. Proceedings..

[106]  Ramakant Nevatia,et al.  3D tracking of human locomotion: a tracking as recognition approach , 2002, Object recognition supported by user interaction for service robots.

[107]  J. Sullivan,et al.  Action Recognition by Shape Matching to Key Frames , 2002 .

[108]  Stefano Soatto,et al.  Recognition of human gaits , 2001, Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition. CVPR 2001.

[109]  Nanning Zheng,et al.  Unsupervised Analysis of Human Gestures , 2001, IEEE Pacific Rim Conference on Multimedia.

[110]  M. Irani,et al.  Event-Based Video Analysis, , 2001 .

[111]  M. Alex O. Vasilescu,et al.  Recognizing action events from multiple viewpoints , 2001, Proceedings IEEE Workshop on Detection and Recognition of Events in Video.

[112]  James W. Davis,et al.  The Recognition of Human Movement Using Temporal Templates , 2001, IEEE Trans. Pattern Anal. Mach. Intell..

[113]  Ralph Gross,et al.  The CMU Motion of Body (MoBo) Database , 2001 .

[114]  Aaron F. Bobick,et al.  Recognition of Visual Activities and Interactions by Stochastic Parsing , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[115]  Matthew Brand,et al.  Discovery and Segmentation of Activities in Video , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

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

[117]  Serge J. Belongie,et al.  Matching with shape contexts , 2000, 2000 Proceedings Workshop on Content-based Access of Image and Video Libraries.

[118]  Rómer Rosales,et al.  Inferring body pose without tracking body parts , 2000, Proceedings IEEE Conference on Computer Vision and Pattern Recognition. CVPR 2000 (Cat. No.PR00662).

[119]  Yong Rui,et al.  Segmenting visual actions based on spatio-temporal motion patterns , 2000, Proceedings IEEE Conference on Computer Vision and Pattern Recognition. CVPR 2000 (Cat. No.PR00662).

[120]  Gerald Sommer,et al.  Algebraic Frames for the Perception-Action Cycle , 2000, Lecture Notes in Computer Science.

[121]  Andrew Blake,et al.  Classification of human body motion , 1999, Proceedings of the Seventh IEEE International Conference on Computer Vision.

[122]  Matthew Brand,et al.  Shadow puppetry , 1999, Proceedings of the Seventh IEEE International Conference on Computer Vision.

[123]  Aaron F. Bobick,et al.  Parametric Hidden Markov Models for Gesture Recognition , 1999, IEEE Trans. Pattern Anal. Mach. Intell..

[124]  Narendra Ahuja,et al.  Recognizing hand gesture using motion trajectories , 1999, Proceedings. 1999 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No PR00149).

[125]  Peter Morguet,et al.  Spotting dynamic hand gestures in video image sequences using hidden Markov models , 1998, Proceedings 1998 International Conference on Image Processing. ICIP98 (Cat. No.98CB36269).

[126]  Aaron F. Bobick,et al.  Action recognition using probabilistic parsing , 1998, Proceedings. 1998 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No.98CB36231).

[127]  Matthew Turk,et al.  View-based interpretation of real-time optical flow for gesture recognition , 1998, Proceedings Third IEEE International Conference on Automatic Face and Gesture Recognition.

[128]  Michael J. Black,et al.  Parameterized modeling and recognition of activities , 1998, Sixth International Conference on Computer Vision (IEEE Cat. No.98CH36271).

[129]  Fang Liu,et al.  Finding periodicity in space and time , 1998, Sixth International Conference on Computer Vision (IEEE Cat. No.98CH36271).

[130]  Tony Lindeberg,et al.  On Automatic Selection of Temporal Scales in Time-Causal Scale-Space , 1997, AFPAC.

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

[132]  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.

[133]  Alex Pentland,et al.  Coupled hidden Markov models for complex action recognition , 1997, Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[134]  Alex Pentland,et al.  Invariant features for 3-D gesture recognition , 1996, Proceedings of the Second International Conference on Automatic Face and Gesture Recognition.

[135]  A. Pentland,et al.  Real-time American Sign Language recognition from video using hidden Markov models , 1995, Proceedings of International Symposium on Computer Vision - ISCV.

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

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

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

[139]  R. Nelson,et al.  Low level recognition of human motion (or how to get your man without finding his body parts) , 1994, Proceedings of 1994 IEEE Workshop on Motion of Non-rigid and Articulated Objects.

[140]  Gang Xu,et al.  Understanding human motion patterns , 1994, Proceedings of the 12th IAPR International Conference on Pattern Recognition, Vol. 3 - Conference C: Signal Processing (Cat. No.94CH3440-5).

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

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

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

[144]  Randal C. Nelson,et al.  Recognition of motion from temporal texture , 1992, Proceedings 1992 IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[145]  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.

[146]  Nigel Goddard,et al.  The interpretation of visual motion: recognizing moving light displays , 1989, [1989] Proceedings. Workshop on Visual Motion.

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

[148]  Christopher G. Harris,et al.  A Combined Corner and Edge Detector , 1988, Alvey Vision Conference.

[149]  W. Richards,et al.  Boundaries of Visual Motion , 1985 .

[150]  S. Sumi.  Upside-down Presentation of the Johansson Moving Light-Spot Pattern , 1984, Perception.

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

[152]  D. Marr,et al.  Representation and recognition of the movements of shapes , 1982, Proceedings of the Royal Society of London. Series B. Biological Sciences.

[153]  D. Marr,et al.  Representation and recognition of the spatial organization of three-dimensional shapes , 1978, Proceedings of the Royal Society of London. Series B. Biological Sciences.

[154]  G. Johansson.  Visual perception of biological motion and a model for its analysis , 1973 .

[155]  Martin A. Fischler,et al.  The Representation and Matching of Pictorial Structures , 1973, IEEE Transactions on Computers.

[156]  Zhou Feng,et al.  Video-based Human Action Classi.cation with Ambiguous Correspondences , 2022, 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Workshops.