Application of pso for solving problems of invariant comparison of two-dimensional closed curve
The problem of estimating the norm of the distance between the two closed smooth curves for pattern recognition is considered. Diffeomorphic transformation curves based on the model of large deformations is described. For estimating of the norm of the distance between two closed curves is formed the...
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| Format: | Article |
| Language: | Russian |
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Siberian State Automobile and Highway University
2017-08-01
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| Series: | Вестник СибАДИ |
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| Online Access: | https://vestnik.sibadi.org/jour/article/view/385 |
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| _version_ | 1839581653399240704 |
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| author | Dmitry Borisovich Abramov Sergey Olegovich Baranov Sergey Vladimirovich Leykhter |
| author_facet | Dmitry Borisovich Abramov Sergey Olegovich Baranov Sergey Vladimirovich Leykhter |
| author_sort | Dmitry Borisovich Abramov |
| collection | DOAJ |
| description | The problem of estimating the norm of the distance between the two closed smooth curves for pattern recognition is considered. Diffeomorphic transformation curves based on the model of large deformations is described. For estimating of the norm of the distance between two closed curves is formed the functional corresponding normalized distance between the two curves, and the equation of evolution diffeomorphic transformations. An algorithm for solving the equation of diffeomorphic transformation is proposed, built on the basis of PSO, which can significantly reduce the number of computing operations, compared with gradient methods for solving. The developed algorithms can be used in bioinformatics and biometrics systems, classification of images and objects, machine vision systems, for pattern recognition and object tracking systems. |
| format | Article |
| id | doaj-art-a9bce5b39e3e48d9ba18765f3477b9e5 |
| institution | Matheson Library |
| issn | 2071-7296 2658-5626 |
| language | Russian |
| publishDate | 2017-08-01 |
| publisher | Siberian State Automobile and Highway University |
| record_format | Article |
| series | Вестник СибАДИ |
| spelling | doaj-art-a9bce5b39e3e48d9ba18765f3477b9e52025-08-04T10:17:42ZrusSiberian State Automobile and Highway UniversityВестник СибАДИ2071-72962658-56262017-08-0105(51)14515110.26518/2071-7296-2016-5(51)-145-151381Application of pso for solving problems of invariant comparison of two-dimensional closed curveDmitry Borisovich Abramov0Sergey Olegovich Baranov1Sergey Vladimirovich Leykhter2State Automobile and Highway Academy "SibADI"State Automobile and Highway Academy "SibADI"State Automobile and Highway Academy "SibADI"The problem of estimating the norm of the distance between the two closed smooth curves for pattern recognition is considered. Diffeomorphic transformation curves based on the model of large deformations is described. For estimating of the norm of the distance between two closed curves is formed the functional corresponding normalized distance between the two curves, and the equation of evolution diffeomorphic transformations. An algorithm for solving the equation of diffeomorphic transformation is proposed, built on the basis of PSO, which can significantly reduce the number of computing operations, compared with gradient methods for solving. The developed algorithms can be used in bioinformatics and biometrics systems, classification of images and objects, machine vision systems, for pattern recognition and object tracking systems.https://vestnik.sibadi.org/jour/article/view/385распознавание образовмашинное зрениеинвариантностьдиффеоморфные преобразованиябиоинформатикаметод pso |
| spellingShingle | Dmitry Borisovich Abramov Sergey Olegovich Baranov Sergey Vladimirovich Leykhter Application of pso for solving problems of invariant comparison of two-dimensional closed curve Вестник СибАДИ распознавание образов машинное зрение инвариантность диффеоморфные преобразования биоинформатика метод pso |
| title | Application of pso for solving problems of invariant comparison of two-dimensional closed curve |
| title_full | Application of pso for solving problems of invariant comparison of two-dimensional closed curve |
| title_fullStr | Application of pso for solving problems of invariant comparison of two-dimensional closed curve |
| title_full_unstemmed | Application of pso for solving problems of invariant comparison of two-dimensional closed curve |
| title_short | Application of pso for solving problems of invariant comparison of two-dimensional closed curve |
| title_sort | application of pso for solving problems of invariant comparison of two dimensional closed curve |
| topic | распознавание образов машинное зрение инвариантность диффеоморфные преобразования биоинформатика метод pso |
| url | https://vestnik.sibadi.org/jour/article/view/385 |
| work_keys_str_mv | AT dmitryborisovichabramov applicationofpsoforsolvingproblemsofinvariantcomparisonoftwodimensionalclosedcurve AT sergeyolegovichbaranov applicationofpsoforsolvingproblemsofinvariantcomparisonoftwodimensionalclosedcurve AT sergeyvladimirovichleykhter applicationofpsoforsolvingproblemsofinvariantcomparisonoftwodimensionalclosedcurve |