Robust algorithm for point matching in uncalibrated stereo vision systems
This article introduces a new point matching algorithm for stereo images. The cameras used for capturing the image do not need to be calibrated. The only requirement is the existence of a set of segmented corners in each image. In order to execute the point matching, the algorithm starts by applying...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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Universidade Estadual de Londrina
2005-02-01
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| Series: | Semina: Ciências Exatas e Tecnológicas |
| Subjects: | |
| Online Access: | http://www.uel.br/revistas/uel/index.php/semexatas/article/view/1592 |
| _version_ | 1818260760644550656 |
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| author | Marcelo Ricardo Stemmer José Alexandre de França Maria Bernadete Morais França |
| author_facet | Marcelo Ricardo Stemmer José Alexandre de França Maria Bernadete Morais França |
| author_sort | Marcelo Ricardo Stemmer |
| collection | DOAJ |
| description | This article introduces a new point matching algorithm for stereo images. The cameras used for capturing the image do not need to be calibrated. The only requirement is the existence of a set of segmented corners in each image. In order to execute the point matching, the algorithm starts by applying non-parametric techniques to the pair of images and a set of candidate matches is selected. After that, the reliability of each point is calculated based on a proposed equation. Finally, the fundamental matrix of the system is estimated and the epipolar restriction is used to eliminate outliers. Tests made on real images demonstrate the viability of the proposed method. |
| first_indexed | 2024-12-12T18:36:27Z |
| format | Article |
| id | doaj.art-44ac053eb05c4873bb1e6565c0b8d287 |
| institution | Directory Open Access Journal |
| issn | 1676-5451 1679-0375 |
| language | English |
| last_indexed | 2024-12-12T18:36:27Z |
| publishDate | 2005-02-01 |
| publisher | Universidade Estadual de Londrina |
| record_format | Article |
| series | Semina: Ciências Exatas e Tecnológicas |
| spelling | doaj.art-44ac053eb05c4873bb1e6565c0b8d2872022-12-22T00:15:45ZengUniversidade Estadual de LondrinaSemina: Ciências Exatas e Tecnológicas1676-54511679-03752005-02-01262167180Robust algorithm for point matching in uncalibrated stereo vision systemsMarcelo Ricardo StemmerJosé Alexandre de FrançaMaria Bernadete Morais FrançaThis article introduces a new point matching algorithm for stereo images. The cameras used for capturing the image do not need to be calibrated. The only requirement is the existence of a set of segmented corners in each image. In order to execute the point matching, the algorithm starts by applying non-parametric techniques to the pair of images and a set of candidate matches is selected. After that, the reliability of each point is calculated based on a proposed equation. Finally, the fundamental matrix of the system is estimated and the epipolar restriction is used to eliminate outliers. Tests made on real images demonstrate the viability of the proposed method.http://www.uel.br/revistas/uel/index.php/semexatas/article/view/1592Census TransformPointCorrespondencesStereo VisionFundamental Matrix |
| spellingShingle | Marcelo Ricardo Stemmer José Alexandre de França Maria Bernadete Morais França Robust algorithm for point matching in uncalibrated stereo vision systems Semina: Ciências Exatas e Tecnológicas Census Transform Point Correspondences Stereo Vision Fundamental Matrix |
| title | Robust algorithm for point matching in uncalibrated stereo vision systems |
| title_full | Robust algorithm for point matching in uncalibrated stereo vision systems |
| title_fullStr | Robust algorithm for point matching in uncalibrated stereo vision systems |
| title_full_unstemmed | Robust algorithm for point matching in uncalibrated stereo vision systems |
| title_short | Robust algorithm for point matching in uncalibrated stereo vision systems |
| title_sort | robust algorithm for point matching in uncalibrated stereo vision systems |
| topic | Census Transform Point Correspondences Stereo Vision Fundamental Matrix |
| url | http://www.uel.br/revistas/uel/index.php/semexatas/article/view/1592 |
| work_keys_str_mv | AT marceloricardostemmer robustalgorithmforpointmatchinginuncalibratedstereovisionsystems AT josealexandredefranca robustalgorithmforpointmatchinginuncalibratedstereovisionsystems AT mariabernadetemoraisfranca robustalgorithmforpointmatchinginuncalibratedstereovisionsystems |