Extracting a diagnostic gait signature
This research addresses the question of the existence of prominent diagnostic signatures for human walking extracted from kinematics gait data. The proposed method is based on transforming the joint motion trajectories using wavelets to extract spatio-temporal features which are then fed as input to...
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| Published in | Pattern recognition Vol. 41; no. 5; pp. 1627 - 1637 |
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| Main Author | |
| Format | Journal Article |
| Language | English |
| Published |
Elsevier Ltd
01.05.2008
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| Subjects | |
| Online Access | Get full text |
| ISSN | 0031-3203 1873-5142 |
| DOI | 10.1016/j.patcog.2007.11.004 |
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| Abstract | This research addresses the question of the existence of prominent diagnostic signatures for human walking extracted from kinematics gait data. The proposed method is based on transforming the joint motion trajectories using wavelets to extract spatio-temporal features which are then fed as input to a vector quantiser; a self-organising map for classification of walking patterns of individuals with and without pathology. We show that our proposed algorithm is successful in extracting features that successfully discriminate between individuals with and without locomotion impairment. |
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| AbstractList | This research addresses the question of the existence of prominent diagnostic signatures for human walking extracted from kinematics gait data. The proposed method is based on transforming the joint motion trajectories using wavelets to extract spatio-temporal features which are then fed as input to a vector quantiser; a self-organising map for classification of walking patterns of individuals with and without pathology. We show that our proposed algorithm is successful in extracting features that successfully discriminate between individuals with and without locomotion impairment. |
| Author | Lakany, Heba |
| Author_xml | – sequence: 1 givenname: Heba surname: Lakany fullname: Lakany, Heba email: hlakany@essex.ac.uk organization: Department of Computer Science, University of Essex, Wivenhoe Park, Colchester CO4 3SQ, UK |
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| Cites_doi | 10.5962/bhl.title.112230 10.1109/CVPR.1997.609382 10.1016/S1050-6411(97)00008-4 10.1109/MNRAO.1994.346252 10.1016/0167-8655(95)00109-3 10.1109/5.58325 10.1016/j.neunet.2004.10.004 10.1007/11558484_18 10.1038/scientificamerican0675-76 10.1177/001316446002000104 10.1007/BF02446694 10.1016/0262-8856(83)90003-3 10.1016/S0925-2312(00)00316-7 10.1049/ic:19990575 10.2106/00004623-196446020-00009 10.1016/0167-9457(91)90046-Z 10.3758/BF03337021 10.1007/978-0-387-29488-9 10.1006/cviu.1998.0744 10.1016/S0966-6362(00)00095-3 10.1016/S0263-7855(97)00078-7 10.1016/0021-9290(79)90149-0 10.1186/1743-0003-3-4 10.5244/C.12.64 10.2106/00004623-197254040-00009 10.1109/34.868681 10.1007/BF02584453 10.1109/34.910878 10.1016/0016-7142(84)90025-5 10.1007/978-3-642-56927-2 10.5244/C.12.46 |
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| Keywords | Human locomotion Diagnostic signatures Feature extraction Gait analysis Self-organising maps |
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| References | Lakany, Hazlewood, Hillman (bib23) 2003; 18 J. Rönkkönen, Video based gait analysis in biometric person authentication: a brief overview, available Cutting, Kozlowski (bib15) 1997; 21 R. Polana, R. Nelson, Detecting activities, Technical Report 14627, Department of Computer Science, University of Rochester, Rochester, New York, 1993. M.S. Nixon, T. Tan, R. Chellapa, Human Identification Based on Gait, first ed., Springer, Berlin, 2005, p. 187. O’Malley, de Paor (bib9) 1993; 31 M.O. Jarett, A Television/Computer System for Human Locomotion Analysis, Ph.D. Thesis, University of Strathclyde, Glasgow, Scotland 1976. Chau (bib49) 2001; 13 Cohen (bib60) 1960; 20 C. BenAbdelkader, R. Cutler, L. Davis, Motion-based recognition of people in eigengait space, In: Proceedings of the 5th International Conference on Automatic Face and Gesture Recognition. R. Polana, R. Nelson, Low level recognition of human motion, in: Proceedings of the 1994 IEEE Workshop on Motion of Non–Rigid and Articulated Objects, 1994. Little, Boyd (bib39) 1998; 1 L. Campbell, A. Bobick, Recognition of human body motion using phase space constraints, Technical Report TR-309, MIT Media Lab, Perceptual Computing Section, MIT, 20 Ames St., Cambridge, MA 02139, TR-309, 1995. R. Polana and R. Nelson, Nonparametric Recognition of Non-Rigid Motion, Department of Computer Science, University of Rochester, Rochester, New York, 1995. Murray, Kory, Sepic (bib47) 1970; 51 Sutherland (bib7) 1984 Zarrugh, Radcliffe (bib26) 1979; 12 Boulgouris, Hatzinakos, Plataniotos (bib41) 2005; 78-84 . B. Bienfait, J. Gasteiger, Checking the projection display of multivariate data with colored graphs, J. Mol. Graphics Modelling 15 (1997) 203–215, 254–258. Meyer (bib52) 1989 Baker (bib24) 2006; 3 Gage (bib11) 1991 N.H. Goddard, The perception of articulated motion: recognizing moving light displays, Technical Report, Department of Computer Science, University of Rochester, Rochester, NY, 405, 1992. C. Bregler, Learning and recognizing human dynamics in video sequences, in: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, CVPR’97, 1997, pp. 568–574. Davis, Ounpuu, Tyburski, Gage (bib50) 1991; 10 Bobick, Davis (bib18) 2001; 23 Lakany (bib43) 2000; 35 Akay (bib51) 1995; 23 Johansson (bib12) 1973; 14 Ishikawa, Miikkulainen, Ritter (bib54) 2004; 17 Muybridge (bib3) 1899 Y. Ohara, R. Sagawa, T. Echigo, Y. Yagi, Gait volume: spatio-temporal analysis of walking, in: Proceedings of the 5th Workshop on Omni Directional Vision, 2004, pp. 79–90. T. Kohonen, Self-Organizing Maps, third extended ed., vol. 30, Springer, Berlin, 2001, p. 501. D. Meyer, J. Pösl, H. Niemann, Gait classification with HMMs for trajectories of body parts extracted by mixture densities, in: Proceedings of the British Machine Vision Conference, 1998, pp. 459–468. Johansson (bib13) 1975; 232 I. Laptev, Local spatio-temporal image features for motion interpretation, Technical Report, KTH, Computational Vision and Active Perception Laboratory, Stockholm, Sweden, Ph.D. Thesis, 2004. P.S. Huang, C.J. Harris, M. Nixon, Comparing different template features for recognizing people by their gait, in: Proceedings of the British Machine Vision Conference, 1998, pp. 639–648. Kohonen (bib58) 1990; 78 Whittle (bib1) 2001 L. Lee, Gait analysis for classification, Technical Report, MIT, AI Lab., MIT, Massachusetts, Ph.D. Thesis, 2002. Cutler, Davis (bib19) 2000; 22 Sutherland, Hagy (bib10) 1972; 54A J. Yoo, D. Hwang, M.S. Nixon, Gender classification in human gait using support vector machine, in: Advanced Concepts for Intelligent Vision Systems: 7th International Conference, ACIVS 2005, 2005, pp. 138. E. Marey, Movement, William Heineman, London, 1895, reprinted 1972. Murray, Drought, Kory (bib46) 1964; 46A Braune, Fischer (bib6) 1904 Hogg (bib17) 1983; 1 Davis (bib45) 1997; 7 H. Lakany, G.M. Hayes, M.E. Hazlewood, S.J. Hillman, Human walking: tracking and analysis, in: Proceedings of the IEE Colloquium on Motion Analysis and Tracking, 1999, pp. 5/1-5/14. Rosenbaum (bib2) 1989 Aggarwal, Cai (bib16) 1999; 73 Chau (bib48) 2001; 13 A. Birbilis, Recognising walking people, Technical Report, M.Sc. Thesis, University of Edinburgh, Edinburgh, UK, 1995. Murase, Sakai (bib29) 1996; 17 Cutting, Kozlowski (bib14) 1997; 9 A. Ultsch and H. Siemon, Kohonen's self organizing feature maps for exploratory data analysis, in: Proceedings of International Neural Network Conference, 1990, pp. 305–308. Centre Nationale d’Art Moderne, E-J Marey 1830/1904: La Photographie Du Mouvement Paris Centre Georges Pompidou, Musee national d’art moderne, Paris, 1977. S. Kaski, Data exploration using self-organising maps, Technical Report, Helsinki University, Neural Networks Research Centre, Rakentajanaukio 2C, FIN-02150, Espoo, Finland, Ph.D. Thesis, 1997. A. Bharatkumar, K. Daigle, M. Pandy, Q. Cai, J. Aggarwal, Lower limb kinematics of human walking with the medial axis transformation, in: Proceedings of the 1994 IEEE Workshop on Motion of Non-Rigid and Articulated Objects, 1994, pp. 70–77. J. Vesanto, Data mining techniques based on the self-organising map, Technical Report, Department of Engineering Physics and Mathematics, Helsinki University of Technology, Finland, M.Sc. Thesis, 1997. Goupillaud, Grossmann, Morlet (bib53) 1984/1985; 23 Gage (10.1016/j.patcog.2007.11.004_bib11) 1991 10.1016/j.patcog.2007.11.004_bib20 10.1016/j.patcog.2007.11.004_bib61 10.1016/j.patcog.2007.11.004_bib21 Sutherland (10.1016/j.patcog.2007.11.004_bib10) 1972; 54A 10.1016/j.patcog.2007.11.004_bib22 10.1016/j.patcog.2007.11.004_bib27 10.1016/j.patcog.2007.11.004_bib8 10.1016/j.patcog.2007.11.004_bib28 10.1016/j.patcog.2007.11.004_bib5 10.1016/j.patcog.2007.11.004_bib25 Cutting (10.1016/j.patcog.2007.11.004_bib14) 1997; 9 Murray (10.1016/j.patcog.2007.11.004_bib46) 1964; 46A Boulgouris (10.1016/j.patcog.2007.11.004_bib41) 2005; 78-84 Chau (10.1016/j.patcog.2007.11.004_bib48) 2001; 13 O’Malley (10.1016/j.patcog.2007.11.004_bib9) 1993; 31 Goupillaud (10.1016/j.patcog.2007.11.004_bib53) 1984; 23 Cohen (10.1016/j.patcog.2007.11.004_bib60) 1960; 20 Cutting (10.1016/j.patcog.2007.11.004_bib15) 1997; 21 10.1016/j.patcog.2007.11.004_bib30 10.1016/j.patcog.2007.11.004_bib31 Lakany (10.1016/j.patcog.2007.11.004_bib23) 2003; 18 10.1016/j.patcog.2007.11.004_bib34 10.1016/j.patcog.2007.11.004_bib35 10.1016/j.patcog.2007.11.004_bib32 10.1016/j.patcog.2007.11.004_bib33 Rosenbaum (10.1016/j.patcog.2007.11.004_bib2) 1989 10.1016/j.patcog.2007.11.004_bib38 10.1016/j.patcog.2007.11.004_bib36 10.1016/j.patcog.2007.11.004_bib37 Murase (10.1016/j.patcog.2007.11.004_bib29) 1996; 17 Chau (10.1016/j.patcog.2007.11.004_bib49) 2001; 13 Braune (10.1016/j.patcog.2007.11.004_bib6) 1904 Davis (10.1016/j.patcog.2007.11.004_bib50) 1991; 10 Kohonen (10.1016/j.patcog.2007.11.004_bib58) 1990; 78 10.1016/j.patcog.2007.11.004_bib42 Bobick (10.1016/j.patcog.2007.11.004_bib18) 2001; 23 10.1016/j.patcog.2007.11.004_bib40 Ishikawa (10.1016/j.patcog.2007.11.004_bib54) 2004; 17 10.1016/j.patcog.2007.11.004_bib44 Sutherland (10.1016/j.patcog.2007.11.004_bib7) 1984 Meyer (10.1016/j.patcog.2007.11.004_bib52) 1989 Davis (10.1016/j.patcog.2007.11.004_bib45) 1997; 7 Baker (10.1016/j.patcog.2007.11.004_bib24) 2006; 3 Muybridge (10.1016/j.patcog.2007.11.004_bib3) 1899 Whittle (10.1016/j.patcog.2007.11.004_bib1) 2001 Aggarwal (10.1016/j.patcog.2007.11.004_bib16) 1999; 73 Johansson (10.1016/j.patcog.2007.11.004_bib12) 1973; 14 Zarrugh (10.1016/j.patcog.2007.11.004_bib26) 1979; 12 Little (10.1016/j.patcog.2007.11.004_bib39) 1998; 1 10.1016/j.patcog.2007.11.004_bib56 10.1016/j.patcog.2007.11.004_bib57 10.1016/j.patcog.2007.11.004_bib55 10.1016/j.patcog.2007.11.004_bib59 Johansson (10.1016/j.patcog.2007.11.004_bib13) 1975; 232 Akay (10.1016/j.patcog.2007.11.004_bib51) 1995; 23 Cutler (10.1016/j.patcog.2007.11.004_bib19) 2000; 22 10.1016/j.patcog.2007.11.004_bib4 Lakany (10.1016/j.patcog.2007.11.004_bib43) 2000; 35 Murray (10.1016/j.patcog.2007.11.004_bib47) 1970; 51 Hogg (10.1016/j.patcog.2007.11.004_bib17) 1983; 1 |
| References_xml | – reference: A. Bharatkumar, K. Daigle, M. Pandy, Q. Cai, J. Aggarwal, Lower limb kinematics of human walking with the medial axis transformation, in: Proceedings of the 1994 IEEE Workshop on Motion of Non-Rigid and Articulated Objects, 1994, pp. 70–77. – year: 1989 ident: bib2 article-title: A World History of Photography – reference: A. Ultsch and H. Siemon, Kohonen's self organizing feature maps for exploratory data analysis, in: Proceedings of International Neural Network Conference, 1990, pp. 305–308. – reference: P.S. Huang, C.J. Harris, M. Nixon, Comparing different template features for recognizing people by their gait, in: Proceedings of the British Machine Vision Conference, 1998, pp. 639–648. – volume: 35 start-page: 27 year: 2000 end-page: 54 ident: bib43 article-title: A generic kinematic pattern for human walking publication-title: Neurocomputing – volume: 21 start-page: 575 year: 1997 end-page: 580 ident: bib15 article-title: Recognising the sex of a walker from dynamic point-light displays publication-title: Percept. Psychophys. – reference: R. Polana, R. Nelson, Low level recognition of human motion, in: Proceedings of the 1994 IEEE Workshop on Motion of Non–Rigid and Articulated Objects, 1994. – volume: 14 start-page: 210 year: 1973 end-page: 211 ident: bib12 article-title: Visual perception of biological motion and a model for its analysis publication-title: Percept. Psycophys. – reference: L. Campbell, A. Bobick, Recognition of human body motion using phase space constraints, Technical Report TR-309, MIT Media Lab, Perceptual Computing Section, MIT, 20 Ames St., Cambridge, MA 02139, TR-309, 1995. – reference: M.O. Jarett, A Television/Computer System for Human Locomotion Analysis, Ph.D. Thesis, University of Strathclyde, Glasgow, Scotland 1976. – reference: E. Marey, Movement, William Heineman, London, 1895, reprinted 1972. – reference: R. Polana and R. Nelson, Nonparametric Recognition of Non-Rigid Motion, Department of Computer Science, University of Rochester, Rochester, New York, 1995. – volume: 10 start-page: 575 year: 1991 end-page: 587 ident: bib50 article-title: A Gait Analysis Collection and Reduction Technique publication-title: Hum. Movement Sci. – reference: D. Meyer, J. Pösl, H. Niemann, Gait classification with HMMs for trajectories of body parts extracted by mixture densities, in: Proceedings of the British Machine Vision Conference, 1998, pp. 459–468. – year: 1984 ident: bib7 article-title: Gait Disorders in Childhood and Adolescence – volume: 1 start-page: 5 year: 1983 end-page: 19 ident: bib17 article-title: Model-based vision: a program to see a walking person publication-title: Image Vision Comput. – reference: L. Lee, Gait analysis for classification, Technical Report, MIT, AI Lab., MIT, Massachusetts, Ph.D. Thesis, 2002. – volume: 20 start-page: 27 year: 1960 end-page: 46 ident: bib60 article-title: A coefficient of agreement for nominal scales publication-title: Educ. Psychol. Meas. – volume: 17 start-page: 155 year: 1996 end-page: 162 ident: bib29 article-title: Moving object recognition in eigenspace representation: gait analysis and lip reading publication-title: Pattern Recognition Lett. – volume: 18 start-page: 31 year: 2003 ident: bib23 article-title: Extracting diagnostic gait signatures for cerebral palsy patients publication-title: Gait Posture – volume: 9 start-page: 353 year: 1997 end-page: 356 ident: bib14 article-title: Recognising friends by their walk: gait perception without familiarity cues publication-title: Bull. Psychonometric Soc. – reference: M.S. Nixon, T. Tan, R. Chellapa, Human Identification Based on Gait, first ed., Springer, Berlin, 2005, p. 187. – year: 2001 ident: bib1 article-title: Gait Analysis: An Introduction – reference: J. Yoo, D. Hwang, M.S. Nixon, Gender classification in human gait using support vector machine, in: Advanced Concepts for Intelligent Vision Systems: 7th International Conference, ACIVS 2005, 2005, pp. 138. – reference: J. Rönkkönen, Video based gait analysis in biometric person authentication: a brief overview, available: – volume: 17 start-page: 1037 year: 2004 ident: bib54 article-title: New developments in self-organizing systems publication-title: Neural Networks – volume: 12 start-page: 99 year: 1979 end-page: 111 ident: bib26 article-title: Computer generation of human gait kinematics publication-title: J. Biomechanics – reference: T. Kohonen, Self-Organizing Maps, third extended ed., vol. 30, Springer, Berlin, 2001, p. 501. – volume: 23 start-page: 531 year: 1995 end-page: 542 ident: bib51 article-title: Wavelets in biomedical engineering publication-title: Ann. Biomed. Eng. – reference: C. BenAbdelkader, R. Cutler, L. Davis, Motion-based recognition of people in eigengait space, In: Proceedings of the 5th International Conference on Automatic Face and Gesture Recognition. – reference: . – reference: I. Laptev, Local spatio-temporal image features for motion interpretation, Technical Report, KTH, Computational Vision and Active Perception Laboratory, Stockholm, Sweden, Ph.D. Thesis, 2004. – reference: S. Kaski, Data exploration using self-organising maps, Technical Report, Helsinki University, Neural Networks Research Centre, Rakentajanaukio 2C, FIN-02150, Espoo, Finland, Ph.D. Thesis, 1997. – reference: R. Polana, R. Nelson, Detecting activities, Technical Report 14627, Department of Computer Science, University of Rochester, Rochester, New York, 1993. – year: 1989 ident: bib52 article-title: Wavelets – volume: 7 start-page: 251 year: 1997 end-page: 257 ident: bib45 article-title: Reflections on clinical gait analysis publication-title: J. Electromyogr. Kinesiology – volume: 3 start-page: 1 year: 2006 end-page: 10 ident: bib24 article-title: Gait analysis methods in rehabilitation publication-title: J. NeuroEngineering Rehabil. – volume: 51 start-page: 637 year: 1970 end-page: 650 ident: bib47 article-title: Walking patterns of normal women publication-title: Arch. Phys. Med. Rehabil. – volume: 22 start-page: 781 year: 2000 end-page: 796 ident: bib19 article-title: Robust real-time periodic motion detection, analysis and applications publication-title: IEEE Trans. Pattern Anal. Mach. Intell. – year: 1991 ident: bib11 article-title: Gait Analysis in Cerebral Palsy – year: 1904 ident: bib6 article-title: Der Gang Des Menschen/The Human Gait – volume: 46A start-page: 335 year: 1964 end-page: 360 ident: bib46 article-title: Walking patterns of normal men publication-title: J. Bone Joint Surg. – volume: 23 start-page: 257 year: 2001 end-page: 267 ident: bib18 article-title: The recognition of human movement using temporal templates publication-title: IEEE Trans. Pattern Anal. Mach. Intell. – reference: C. Bregler, Learning and recognizing human dynamics in video sequences, in: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, CVPR’97, 1997, pp. 568–574. – volume: 232 start-page: 76 year: 1975 end-page: 88 ident: bib13 article-title: Visual motion perception publication-title: Sci. Am. – volume: 13 start-page: 102 year: 2001 end-page: 120 ident: bib49 article-title: A review of analytical techniques for gait data. Part 2 publication-title: Gait Posture – reference: N.H. Goddard, The perception of articulated motion: recognizing moving light displays, Technical Report, Department of Computer Science, University of Rochester, Rochester, NY, 405, 1992. – reference: H. Lakany, G.M. Hayes, M.E. Hazlewood, S.J. Hillman, Human walking: tracking and analysis, in: Proceedings of the IEE Colloquium on Motion Analysis and Tracking, 1999, pp. 5/1-5/14. – volume: 73 start-page: 428 year: 1999 end-page: 440 ident: bib16 article-title: Human motion analysis: a review publication-title: Computer Vision Image Understanding – reference: Y. Ohara, R. Sagawa, T. Echigo, Y. Yagi, Gait volume: spatio-temporal analysis of walking, in: Proceedings of the 5th Workshop on Omni Directional Vision, 2004, pp. 79–90. – reference: Centre Nationale d’Art Moderne, E-J Marey 1830/1904: La Photographie Du Mouvement Paris Centre Georges Pompidou, Musee national d’art moderne, Paris, 1977. – reference: B. Bienfait, J. Gasteiger, Checking the projection display of multivariate data with colored graphs, J. Mol. Graphics Modelling 15 (1997) 203–215, 254–258. – reference: J. Vesanto, Data mining techniques based on the self-organising map, Technical Report, Department of Engineering Physics and Mathematics, Helsinki University of Technology, Finland, M.Sc. Thesis, 1997. – reference: A. Birbilis, Recognising walking people, Technical Report, M.Sc. Thesis, University of Edinburgh, Edinburgh, UK, 1995. – volume: 78-84 year: 2005 ident: bib41 article-title: Gait Recognition: a challenging signal processing technology for biometric identification publication-title: IEEE Signal Process. Mag. – volume: 23 start-page: 85 year: 1984/1985 end-page: 102 ident: bib53 article-title: Cycle-octave and related transforms in seismic signal analysis publication-title: Geoexploration – volume: 78 start-page: 1464 year: 1990 end-page: 1479 ident: bib58 article-title: The self-organising map publication-title: Proc. IEEE – year: 1899 ident: bib3 article-title: Animals in Motion: An Electro-Photographic Investigation of Consecutive Phases of Muscular Actions – volume: 1 start-page: 1 year: 1998 end-page: 33 ident: bib39 article-title: Recognizing people by their gait: the shape of motion publication-title: Videre: J. Comp. Vision Res. – volume: 31 start-page: 392 year: 1993 end-page: 398 ident: bib9 article-title: Kinematic analysis of human walking gait using digital image processing publication-title: Med. Biol. Comput. – volume: 54A start-page: 787 year: 1972 end-page: 797 ident: bib10 article-title: Measurement of gait movement from motion picture film publication-title: J. Bone Joint Surg. – volume: 13 start-page: 48 year: 2001 end-page: 66 ident: bib48 article-title: A review of analytical techniques for gait data. Part 1 publication-title: Gait Posture – ident: 10.1016/j.patcog.2007.11.004_bib5 doi: 10.5962/bhl.title.112230 – volume: 78-84 year: 2005 ident: 10.1016/j.patcog.2007.11.004_bib41 article-title: Gait Recognition: a challenging signal processing technology for biometric identification publication-title: IEEE Signal Process. Mag. – ident: 10.1016/j.patcog.2007.11.004_bib35 doi: 10.1109/CVPR.1997.609382 – ident: 10.1016/j.patcog.2007.11.004_bib27 – volume: 7 start-page: 251 year: 1997 ident: 10.1016/j.patcog.2007.11.004_bib45 article-title: Reflections on clinical gait analysis publication-title: J. Electromyogr. Kinesiology doi: 10.1016/S1050-6411(97)00008-4 – ident: 10.1016/j.patcog.2007.11.004_bib28 doi: 10.1109/MNRAO.1994.346252 – volume: 17 start-page: 155 year: 1996 ident: 10.1016/j.patcog.2007.11.004_bib29 article-title: Moving object recognition in eigenspace representation: gait analysis and lip reading publication-title: Pattern Recognition Lett. doi: 10.1016/0167-8655(95)00109-3 – volume: 13 start-page: 48 year: 2001 ident: 10.1016/j.patcog.2007.11.004_bib48 article-title: A review of analytical techniques for gait data. Part 1 publication-title: Gait Posture – volume: 78 start-page: 1464 year: 1990 ident: 10.1016/j.patcog.2007.11.004_bib58 article-title: The self-organising map publication-title: Proc. IEEE doi: 10.1109/5.58325 – volume: 17 start-page: 1037 year: 2004 ident: 10.1016/j.patcog.2007.11.004_bib54 article-title: New developments in self-organizing systems publication-title: Neural Networks doi: 10.1016/j.neunet.2004.10.004 – ident: 10.1016/j.patcog.2007.11.004_bib42 – ident: 10.1016/j.patcog.2007.11.004_bib44 doi: 10.1007/11558484_18 – ident: 10.1016/j.patcog.2007.11.004_bib59 – volume: 232 start-page: 76 year: 1975 ident: 10.1016/j.patcog.2007.11.004_bib13 article-title: Visual motion perception publication-title: Sci. Am. doi: 10.1038/scientificamerican0675-76 – volume: 20 start-page: 27 year: 1960 ident: 10.1016/j.patcog.2007.11.004_bib60 article-title: A coefficient of agreement for nominal scales publication-title: Educ. Psychol. Meas. doi: 10.1177/001316446002000104 – volume: 31 start-page: 392 year: 1993 ident: 10.1016/j.patcog.2007.11.004_bib9 article-title: Kinematic analysis of human walking gait using digital image processing publication-title: Med. Biol. Comput. doi: 10.1007/BF02446694 – year: 1984 ident: 10.1016/j.patcog.2007.11.004_bib7 – ident: 10.1016/j.patcog.2007.11.004_bib55 – year: 1989 ident: 10.1016/j.patcog.2007.11.004_bib2 – year: 1899 ident: 10.1016/j.patcog.2007.11.004_bib3 – volume: 1 start-page: 5 year: 1983 ident: 10.1016/j.patcog.2007.11.004_bib17 article-title: Model-based vision: a program to see a walking person publication-title: Image Vision Comput. doi: 10.1016/0262-8856(83)90003-3 – ident: 10.1016/j.patcog.2007.11.004_bib32 – volume: 35 start-page: 27 year: 2000 ident: 10.1016/j.patcog.2007.11.004_bib43 article-title: A generic kinematic pattern for human walking publication-title: Neurocomputing doi: 10.1016/S0925-2312(00)00316-7 – ident: 10.1016/j.patcog.2007.11.004_bib22 doi: 10.1049/ic:19990575 – volume: 46A start-page: 335 year: 1964 ident: 10.1016/j.patcog.2007.11.004_bib46 article-title: Walking patterns of normal men publication-title: J. Bone Joint Surg. doi: 10.2106/00004623-196446020-00009 – volume: 10 start-page: 575 year: 1991 ident: 10.1016/j.patcog.2007.11.004_bib50 article-title: A Gait Analysis Collection and Reduction Technique publication-title: Hum. Movement Sci. doi: 10.1016/0167-9457(91)90046-Z – volume: 9 start-page: 353 issue: 5 year: 1997 ident: 10.1016/j.patcog.2007.11.004_bib14 article-title: Recognising friends by their walk: gait perception without familiarity cues publication-title: Bull. Psychonometric Soc. doi: 10.3758/BF03337021 – ident: 10.1016/j.patcog.2007.11.004_bib40 doi: 10.1007/978-0-387-29488-9 – volume: 73 start-page: 428 year: 1999 ident: 10.1016/j.patcog.2007.11.004_bib16 article-title: Human motion analysis: a review publication-title: Computer Vision Image Understanding doi: 10.1006/cviu.1998.0744 – volume: 51 start-page: 637 year: 1970 ident: 10.1016/j.patcog.2007.11.004_bib47 article-title: Walking patterns of normal women publication-title: Arch. Phys. Med. Rehabil. – volume: 13 start-page: 102 year: 2001 ident: 10.1016/j.patcog.2007.11.004_bib49 article-title: A review of analytical techniques for gait data. Part 2 publication-title: Gait Posture doi: 10.1016/S0966-6362(00)00095-3 – ident: 10.1016/j.patcog.2007.11.004_bib61 doi: 10.1016/S0263-7855(97)00078-7 – ident: 10.1016/j.patcog.2007.11.004_bib37 – volume: 12 start-page: 99 issue: 2A year: 1979 ident: 10.1016/j.patcog.2007.11.004_bib26 article-title: Computer generation of human gait kinematics publication-title: J. Biomechanics doi: 10.1016/0021-9290(79)90149-0 – ident: 10.1016/j.patcog.2007.11.004_bib33 – ident: 10.1016/j.patcog.2007.11.004_bib21 – volume: 3 start-page: 1 year: 2006 ident: 10.1016/j.patcog.2007.11.004_bib24 article-title: Gait analysis methods in rehabilitation publication-title: J. NeuroEngineering Rehabil. doi: 10.1186/1743-0003-3-4 – ident: 10.1016/j.patcog.2007.11.004_bib30 doi: 10.5244/C.12.64 – year: 1904 ident: 10.1016/j.patcog.2007.11.004_bib6 – volume: 14 start-page: 210 year: 1973 ident: 10.1016/j.patcog.2007.11.004_bib12 article-title: Visual perception of biological motion and a model for its analysis publication-title: Percept. Psycophys. – ident: 10.1016/j.patcog.2007.11.004_bib25 – volume: 54A start-page: 787 year: 1972 ident: 10.1016/j.patcog.2007.11.004_bib10 article-title: Measurement of gait movement from motion picture film publication-title: J. Bone Joint Surg. doi: 10.2106/00004623-197254040-00009 – ident: 10.1016/j.patcog.2007.11.004_bib34 – volume: 21 start-page: 575 year: 1997 ident: 10.1016/j.patcog.2007.11.004_bib15 article-title: Recognising the sex of a walker from dynamic point-light displays publication-title: Percept. Psychophys. – ident: 10.1016/j.patcog.2007.11.004_bib38 – volume: 1 start-page: 1 year: 1998 ident: 10.1016/j.patcog.2007.11.004_bib39 article-title: Recognizing people by their gait: the shape of motion publication-title: Videre: J. Comp. Vision Res. – ident: 10.1016/j.patcog.2007.11.004_bib8 – year: 1991 ident: 10.1016/j.patcog.2007.11.004_bib11 – volume: 22 start-page: 781 year: 2000 ident: 10.1016/j.patcog.2007.11.004_bib19 article-title: Robust real-time periodic motion detection, analysis and applications publication-title: IEEE Trans. Pattern Anal. Mach. Intell. doi: 10.1109/34.868681 – volume: 23 start-page: 531 year: 1995 ident: 10.1016/j.patcog.2007.11.004_bib51 article-title: Wavelets in biomedical engineering publication-title: Ann. Biomed. Eng. doi: 10.1007/BF02584453 – ident: 10.1016/j.patcog.2007.11.004_bib4 – volume: 23 start-page: 257 year: 2001 ident: 10.1016/j.patcog.2007.11.004_bib18 article-title: The recognition of human movement using temporal templates publication-title: IEEE Trans. Pattern Anal. Mach. Intell. doi: 10.1109/34.910878 – ident: 10.1016/j.patcog.2007.11.004_bib20 – volume: 18 start-page: 31 year: 2003 ident: 10.1016/j.patcog.2007.11.004_bib23 article-title: Extracting diagnostic gait signatures for cerebral palsy patients publication-title: Gait Posture – year: 2001 ident: 10.1016/j.patcog.2007.11.004_bib1 – volume: 23 start-page: 85 year: 1984 ident: 10.1016/j.patcog.2007.11.004_bib53 article-title: Cycle-octave and related transforms in seismic signal analysis publication-title: Geoexploration doi: 10.1016/0016-7142(84)90025-5 – ident: 10.1016/j.patcog.2007.11.004_bib56 – year: 1989 ident: 10.1016/j.patcog.2007.11.004_bib52 – ident: 10.1016/j.patcog.2007.11.004_bib57 doi: 10.1007/978-3-642-56927-2 – ident: 10.1016/j.patcog.2007.11.004_bib31 – ident: 10.1016/j.patcog.2007.11.004_bib36 doi: 10.5244/C.12.46 |
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| SubjectTerms | Diagnostic signatures Feature extraction Gait analysis Human locomotion Self-organising maps |
| Title | Extracting a diagnostic gait signature |
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