2D feature extraction in sensor coordinates for laser range finder
This paper describes an algorithm for feature extraction from measurements collected by laser range finder. The features are straight lines and corners present in the environment. The measurements are processed in the sensor coordinate system to identify an invariant parameter for the present straig...
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Online Access: | http://eprints.utm.my/id/eprint/60760/ http://www.wseas.us/e-library/conferences/2015/Malaysia/CSCCA/CSCCA-06.pdf. |
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my.utm.607602017-08-06T07:19:56Z http://eprints.utm.my/id/eprint/60760/ 2D feature extraction in sensor coordinates for laser range finder Hadji, Saif Eddine Tang, Howe Hing Khattak, Muhammad Adil Mohamed Ali, Mohamed Sultan Kazi, Suhail TJ Mechanical engineering and machinery This paper describes an algorithm for feature extraction from measurements collected by laser range finder. The features are straight lines and corners present in the environment. The measurements are processed in the sensor coordinate system to identify an invariant parameter for the present straight lines that indicate their position and orientation. A second parameter is needed to determine the slopes of the straight lines as well as the values of the intersection angles between the consecutive lines which can be considered as corners in the case of right angles. A log-Hough transformation is used to find the equations of the straight lines. All the computations are carried out in the sensor coordinate system which leads to a fast and robust algorithm of feature extraction. Practical examples are presented to evaluate the efficiency of the algorithm. 2015 Conference or Workshop Item PeerReviewed Hadji, Saif Eddine and Tang, Howe Hing and Khattak, Muhammad Adil and Mohamed Ali, Mohamed Sultan and Kazi, Suhail (2015) 2D feature extraction in sensor coordinates for laser range finder. In: 15th International Conference on. Robotics, Control and Manufacturing Technology (ROCOM '15), 23-25 April, 2015, Kuala Lumpur, Malaysia. http://www.wseas.us/e-library/conferences/2015/Malaysia/CSCCA/CSCCA-06.pdf. |
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TJ Mechanical engineering and machinery Hadji, Saif Eddine Tang, Howe Hing Khattak, Muhammad Adil Mohamed Ali, Mohamed Sultan Kazi, Suhail 2D feature extraction in sensor coordinates for laser range finder |
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This paper describes an algorithm for feature extraction from measurements collected by laser range finder. The features are straight lines and corners present in the environment. The measurements are processed in the sensor coordinate system to identify an invariant parameter for the present straight lines that indicate their position and orientation. A second parameter is needed to determine the slopes of the straight lines as well as the values of the intersection angles between the consecutive lines which can be considered as corners in the case of right angles. A log-Hough transformation is used to find the equations of the straight lines. All the computations are carried out in the sensor coordinate system which leads to a fast and robust algorithm of feature extraction. Practical examples are presented to evaluate the efficiency of the algorithm. |
format |
Conference or Workshop Item |
author |
Hadji, Saif Eddine Tang, Howe Hing Khattak, Muhammad Adil Mohamed Ali, Mohamed Sultan Kazi, Suhail |
author_facet |
Hadji, Saif Eddine Tang, Howe Hing Khattak, Muhammad Adil Mohamed Ali, Mohamed Sultan Kazi, Suhail |
author_sort |
Hadji, Saif Eddine |
title |
2D feature extraction in sensor coordinates for laser range finder |
title_short |
2D feature extraction in sensor coordinates for laser range finder |
title_full |
2D feature extraction in sensor coordinates for laser range finder |
title_fullStr |
2D feature extraction in sensor coordinates for laser range finder |
title_full_unstemmed |
2D feature extraction in sensor coordinates for laser range finder |
title_sort |
2d feature extraction in sensor coordinates for laser range finder |
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2015 |
url |
http://eprints.utm.my/id/eprint/60760/ http://www.wseas.us/e-library/conferences/2015/Malaysia/CSCCA/CSCCA-06.pdf. |
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13.209306 |