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Semantic Urban Maps
Blekinge Institute of Technology, Faculty of Computing, Department of Communication Systems.
Blekinge Institute of Technology, Faculty of Computing, Department of Communication Systems.ORCID iD: 0000-0003-4327-117X
2014 (English)In: International Conference on Pattern Recognition, IEEE , 2014, 4050-4055 p.Conference paper (Refereed)
Abstract [en]

A novel region based 3D semantic mapping method is proposed for urban scenes. The proposed Semantic Urban Maps (SUM) method labels the regions of segmented images into a set of geometric and semantic classes simultaneously by employing a Markov Random Field based classification framework. The pixels in the labeled images are back-projected into a set of 3D point-clouds using stereo disparity. The point-clouds are registered together by incorporating the motion estimation and a coherent semantic map representation is obtained. SUM is evaluated on five urban benchmark sequences and is demonstrated to be successful in retrieving both geometric as well as semantic labels. The comparison with relevant state-of-art method reveals that SUM is competitive and performs better than the competing method in average pixel-wise accuracy.

Place, publisher, year, edition, pages
IEEE , 2014. 4050-4055 p.
Series
International Conference on Pattern Recognition, ISSN 1051-4651
Keyword [en]
Robotic Navigation, Localization and Mapping, Semantic Mapping
National Category
Signal Processing Computer Science
Identifiers
URN: urn:nbn:se:bth-6477DOI: 10.1109/ICPR.2014.694ISI: 000359818004031ISBN: 978-1-4799-5208-3 (print)OAI: oai:DiVA.org:bth-6477DiVA: diva2:833990
Conference
22nd International Conference on Pattern Recognition (ICPR), Stockholm
Available from: 2014-12-17 Created: 2014-12-15 Last updated: 2016-09-20Bibliographically approved

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Siddiqui, RafidKhatibi, Siamak
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