Comparison of radial distortion correction models for self photogrammetric camera calibration
In many fields such as computational vision, robotics and photogrammetry, the use of cameras is very important in order to execute different tasks. In or- der to achieve those tasks successfully, it is necessary to carry out a calibration of the cameras as an essential step before any of them. In ph...
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| Формат: | bachelorThesis |
| Мова: | eng |
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2020
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| Онлайн доступ: | http://repositorio.yachaytech.edu.ec/handle/123456789/218 |
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| _version_ | 1862900797205905408 |
|---|---|
| author | Molina Ron, María Fernanda |
| author_facet | Molina Ron, María Fernanda |
| author_role | author |
| collection | Repositorio Universidad Yachay Tech |
| dc.contributor.none.fl_str_mv | Antón Castro, Francesc |
| dc.creator.none.fl_str_mv | Molina Ron, María Fernanda |
| dc.date.none.fl_str_mv | 2020-07-30T12:53:17Z 2020-07-30T12:53:17Z 2020-07 |
| dc.format.none.fl_str_mv | application/pdf |
| dc.identifier.none.fl_str_mv | http://repositorio.yachaytech.edu.ec/handle/123456789/218 |
| dc.language.none.fl_str_mv | eng |
| dc.publisher.none.fl_str_mv | Universidad de Investigación de Tecnología Experimental Yachay |
| dc.rights.none.fl_str_mv | info:eu-repo/semantics/openAccess |
| dc.source.none.fl_str_mv | reponame:Repositorio Universidad Yachay Tech instname:Universidad Yachay Tech instacron:Yachay |
| dc.subject.none.fl_str_mv | Photogrammetry Camera Calibration Radial lens distortion Algebraic methods Deterministic algorithms Orthophotographs Fotogrametría Calibración de cámara Distorsión radial del lente Métodos algebraicos Algoritmos deterministas Ortofotos |
| dc.title.none.fl_str_mv | Comparison of radial distortion correction models for self photogrammetric camera calibration |
| dc.type.none.fl_str_mv | info:eu-repo/semantics/publishedVersion info:eu-repo/semantics/bachelorThesis |
| description | In many fields such as computational vision, robotics and photogrammetry, the use of cameras is very important in order to execute different tasks. In or- der to achieve those tasks successfully, it is necessary to carry out a calibration of the cameras as an essential step before any of them. In photogrammetry, the reliability of camera calibration is essential to take decisive measurements. Camera lens distortions have a significant impact on image geometry and consequently, on camera calibration in general. The problem addressed in this thesis is the reliable radial distortion calibration of cameras, which is indispensable for being able to perform reliable measurements. This thesis compares the applications of different algebraic methods and their obtained models to the fully deterministic radial distortion correction only using 2 or- thophotographs of a personalized cube with a lattice pattern on it into. As remarkable results, it is experimentally proved that models obtained with the methods that minimizes the Orthogonal and Vertical distance always give best results for almost all the experiments. In addition , Wu’s method is the best interpolation method for a small feature point data set. Also, Cubic Spline has a little control over spikes which produces not very good results with bigger data sets for some experiments. Finally, clustering helps to reduce the feature points data set and also produces good radial distortion correction models. |
| eu_rights_str_mv | openAccess |
| format | bachelorThesis |
| id | Yachay_17e62b5a1e1a243d90b0dfcdb5726c19 |
| instacron_str | Yachay |
| institution | Yachay |
| instname_str | Universidad Yachay Tech |
| language | eng |
| network_acronym_str | Yachay |
| network_name_str | Repositorio Universidad Yachay Tech |
| oai_identifier_str | oai:repositorio.yachaytech.edu.ec:123456789/218 |
| publishDate | 2020 |
| publisher.none.fl_str_mv | Universidad de Investigación de Tecnología Experimental Yachay |
| reponame_str | Repositorio Universidad Yachay Tech |
| repository.mail.fl_str_mv | . |
| repository.name.fl_str_mv | Repositorio Universidad Yachay Tech - Universidad Yachay Tech |
| repository_id_str | 10284 |
| spelling | Comparison of radial distortion correction models for self photogrammetric camera calibrationMolina Ron, María FernandaPhotogrammetryCamera CalibrationRadial lens distortionAlgebraic methodsDeterministic algorithmsOrthophotographsFotogrametríaCalibración de cámaraDistorsión radial del lenteMétodos algebraicosAlgoritmos deterministasOrtofotosIn many fields such as computational vision, robotics and photogrammetry, the use of cameras is very important in order to execute different tasks. In or- der to achieve those tasks successfully, it is necessary to carry out a calibration of the cameras as an essential step before any of them. In photogrammetry, the reliability of camera calibration is essential to take decisive measurements. Camera lens distortions have a significant impact on image geometry and consequently, on camera calibration in general. The problem addressed in this thesis is the reliable radial distortion calibration of cameras, which is indispensable for being able to perform reliable measurements. This thesis compares the applications of different algebraic methods and their obtained models to the fully deterministic radial distortion correction only using 2 or- thophotographs of a personalized cube with a lattice pattern on it into. As remarkable results, it is experimentally proved that models obtained with the methods that minimizes the Orthogonal and Vertical distance always give best results for almost all the experiments. In addition , Wu’s method is the best interpolation method for a small feature point data set. Also, Cubic Spline has a little control over spikes which produces not very good results with bigger data sets for some experiments. Finally, clustering helps to reduce the feature points data set and also produces good radial distortion correction models.En muchos campos, como la visión computacional, la robótica y la fotogrametría, el uso de cámaras es muy importante para ejecutar diferentes tareas. Para lograr esas tareas con ´éxito, es necesario llevar a cabo una calibración de las cámaras como un paso esencial antes de ejecutar dichas tareas. En fotogrametría, la fiabilidad de la calibración de la cámara es esencial para re- alizar mediciones decisivas. Las distorsiones de la lente de la cámara tienen un impacto significativo en la geometría de la imagen y, en consecuencia, en la calibración de la cámara en general. El problema abordado en esta tesis es la calibración confiable de la distorsión radial de las cámaras, que es indispensable para poder realizar mediciones confiables. Esta tesis compara las aplicaciones de diferentes métodos algebraicos y sus modelos de la distorsión radial de manera totalmente determinista utilizando solo 2 ortofotograf´ıas de un cubo personalizado con un patrón reticular. Como resultados notables, se demuestra experimentalmente que los modelos obtenidos con los métodos que minimizan la distancia Ortogonal y Vertical siempre dan los mejores resulta- dos para casi todos los experimentos. Además, el método de Wu es el mejor método de interpolación para un pequeño conjunto de datos de puntos característicos. Además, Cubic Spline Interpolation tiene muy poco control sobre los picos, lo que produce resultados no muy óptimos con conjuntos de datos más grandes para algunos experimentos. Finalmente, el clustering ayuda a reducir el conjunto de datos de puntos característicos y también produce buenos modelos de corrección de distorsión radial.INGENIERO/A EN TECNOLOGÍAS DE LA INFORMACIÓNUniversidad de Investigación de Tecnología Experimental YachayAntón Castro, Francesc2020-07-30T12:53:17Z2020-07-30T12:53:17Z2020-07info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/bachelorThesisapplication/pdfhttp://repositorio.yachaytech.edu.ec/handle/123456789/218enginfo:eu-repo/semantics/openAccessreponame:Repositorio Universidad Yachay Techinstname:Universidad Yachay Techinstacron:Yachay2025-07-08T17:49:22Zoai:repositorio.yachaytech.edu.ec:123456789/218Institucionalhttps://repositorio.yachaytech.edu.ec/Universidad públicahttps://www.yachaytech.edu.ec/https://repositorio.yachaytech.edu.ec/oaiEcuador...opendoar:102842025-07-08T17:49:22falseInstitucionalhttps://repositorio.yachaytech.edu.ec/Universidad públicahttps://www.yachaytech.edu.ec/https://repositorio.yachaytech.edu.ec/oai.Ecuador...opendoar:102842025-07-08T17:49:22Repositorio Universidad Yachay Tech - Universidad Yachay Techfalse |
| spellingShingle | Comparison of radial distortion correction models for self photogrammetric camera calibration Molina Ron, María Fernanda Photogrammetry Camera Calibration Radial lens distortion Algebraic methods Deterministic algorithms Orthophotographs Fotogrametría Calibración de cámara Distorsión radial del lente Métodos algebraicos Algoritmos deterministas Ortofotos |
| status_str | publishedVersion |
| title | Comparison of radial distortion correction models for self photogrammetric camera calibration |
| title_full | Comparison of radial distortion correction models for self photogrammetric camera calibration |
| title_fullStr | Comparison of radial distortion correction models for self photogrammetric camera calibration |
| title_full_unstemmed | Comparison of radial distortion correction models for self photogrammetric camera calibration |
| title_short | Comparison of radial distortion correction models for self photogrammetric camera calibration |
| title_sort | Comparison of radial distortion correction models for self photogrammetric camera calibration |
| topic | Photogrammetry Camera Calibration Radial lens distortion Algebraic methods Deterministic algorithms Orthophotographs Fotogrametría Calibración de cámara Distorsión radial del lente Métodos algebraicos Algoritmos deterministas Ortofotos |
| url | http://repositorio.yachaytech.edu.ec/handle/123456789/218 |