Online object-oriented semantic mapping and map updating

Nils Dengler, Tobias Zaenker, Francesco Verdoja, Maren Bennewitz

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Abstract

Creating and maintaining an accurate representation of the environment is an essential capability for every service robot. Especially for household robots acting in indoor environments, semantic information is important. In this paper, we present a semantic mapping framework with modular map representations. Our system is capable of online mapping and object updating given object detections from RGB-D data and provides various 2D and 3D representations of the mapped objects. To undo wrong data associations, we perform a refinement step when updating object shapes. Furthermore, we maintain an existence likelihood for each object to deal with false positive and false negative detections and keep the map updated. Our mapping system is highly efficient and achieves a run time of more than 10 Hz. We evaluated our approach in various environments using two different robots, i.e., a Toyota HSR and a Fraunhofer Care-O-Bot-4. As the experimental results demonstrate, our system is able to generate maps that are close to the ground truth and outperforms an existing approach in terms of intersection over union, different distance metrics, and the number of correct object mappings.

Original languageEnglish
Title of host publicationProceedings of 10th European Conference on Mobile Robots, ECMR 2021
PublisherIEEE
ISBN (Electronic)9781665412131
DOIs
Publication statusPublished - 22 Oct 2021
MoE publication typeA4 Article in a conference publication
EventEuropean Conference on Mobile Robots - Virtual, online, Bonn, Germany
Duration: 31 Aug 20213 Sep 2021
Conference number: 10
https://ecmr2021.org/

Conference

ConferenceEuropean Conference on Mobile Robots
Abbreviated titleECMR
Country/TerritoryGermany
CityBonn
Period31/08/202103/09/2021
Internet address

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