IMPACT ASSESSMENT OF IMAGE FEATURE EXTRACTORS ON THE PERFORMANCE OF SLAM SYSTEMS
This work evaluates an impact of image feature extractors on the performance of a visual SLAM method in terms of pose accuracy and computational requirements. In particular, the S-PTAM (Stereo Parallel Tracking and Mapping) method is considered as the visual SLAM framework for which both the feature...
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| Format: | Article |
| Language: | English |
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Czech Technical University in Prague
2015-12-01
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| Series: | Acta Polytechnica CTU Proceedings |
| Online Access: | https://ojs.cvut.cz/ojs/index.php/APP/article/view/3401 |
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| _version_ | 1849412349144858624 |
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| author | Taihú Pire Thomas Fischer Jan Faigl |
| author_facet | Taihú Pire Thomas Fischer Jan Faigl |
| author_sort | Taihú Pire |
| collection | DOAJ |
| description | This work evaluates an impact of image feature extractors on the performance of a visual SLAM method in terms of pose accuracy and computational requirements. In particular, the S-PTAM (Stereo Parallel Tracking and Mapping) method is considered as the visual SLAM framework for which both the feature detector and feature descriptor are parametrized. The evaluation was performed with a standard dataset with ground-truth information and six feature detectors and four descriptors. The presented results indicate that the combination of the GFTT detector and the BRIEF descriptor provides the best trade-off between the localization precision and computational requirements among the evaluated combinations of the detectors and descriptors. |
| format | Article |
| id | doaj-art-5d93bcef9fac4e4c9e95e7332e7a8980 |
| institution | Kabale University |
| issn | 2336-5382 |
| language | English |
| publishDate | 2015-12-01 |
| publisher | Czech Technical University in Prague |
| record_format | Article |
| series | Acta Polytechnica CTU Proceedings |
| spelling | doaj-art-5d93bcef9fac4e4c9e95e7332e7a89802025-08-20T03:34:29ZengCzech Technical University in PragueActa Polytechnica CTU Proceedings2336-53822015-12-0122455010.14311/APP.2015.1.00453063IMPACT ASSESSMENT OF IMAGE FEATURE EXTRACTORS ON THE PERFORMANCE OF SLAM SYSTEMSTaihú Pire0Thomas Fischer1Jan Faigl2University of Buenos Aires, Intendente Güiraldes 2160, Ciudad Autónoma de Buenos Aires, ArgentinaUniversity of Buenos Aires, Intendente Güiraldes 2160, Ciudad Autónoma de Buenos Aires, ArgentinaDepartment of Computer Science, Faculty of Electrical Engineering, Czech Technical University in Prague, Technická 2, 166 27, Prague, Czech RepublicThis work evaluates an impact of image feature extractors on the performance of a visual SLAM method in terms of pose accuracy and computational requirements. In particular, the S-PTAM (Stereo Parallel Tracking and Mapping) method is considered as the visual SLAM framework for which both the feature detector and feature descriptor are parametrized. The evaluation was performed with a standard dataset with ground-truth information and six feature detectors and four descriptors. The presented results indicate that the combination of the GFTT detector and the BRIEF descriptor provides the best trade-off between the localization precision and computational requirements among the evaluated combinations of the detectors and descriptors.https://ojs.cvut.cz/ojs/index.php/APP/article/view/3401 |
| spellingShingle | Taihú Pire Thomas Fischer Jan Faigl IMPACT ASSESSMENT OF IMAGE FEATURE EXTRACTORS ON THE PERFORMANCE OF SLAM SYSTEMS Acta Polytechnica CTU Proceedings |
| title | IMPACT ASSESSMENT OF IMAGE FEATURE EXTRACTORS ON THE PERFORMANCE OF SLAM SYSTEMS |
| title_full | IMPACT ASSESSMENT OF IMAGE FEATURE EXTRACTORS ON THE PERFORMANCE OF SLAM SYSTEMS |
| title_fullStr | IMPACT ASSESSMENT OF IMAGE FEATURE EXTRACTORS ON THE PERFORMANCE OF SLAM SYSTEMS |
| title_full_unstemmed | IMPACT ASSESSMENT OF IMAGE FEATURE EXTRACTORS ON THE PERFORMANCE OF SLAM SYSTEMS |
| title_short | IMPACT ASSESSMENT OF IMAGE FEATURE EXTRACTORS ON THE PERFORMANCE OF SLAM SYSTEMS |
| title_sort | impact assessment of image feature extractors on the performance of slam systems |
| url | https://ojs.cvut.cz/ojs/index.php/APP/article/view/3401 |
| work_keys_str_mv | AT taihupire impactassessmentofimagefeatureextractorsontheperformanceofslamsystems AT thomasfischer impactassessmentofimagefeatureextractorsontheperformanceofslamsystems AT janfaigl impactassessmentofimagefeatureextractorsontheperformanceofslamsystems |