Online object-oriented semantic mapping and map updating

Nils Dengler, Tobias Zaenker, Francesco Verdoja, Maren Bennewitz

Tutkimustuotos: Artikkeli kirjassa/konferenssijulkaisussaConference contributionScientificvertaisarvioitu

Abstrakti

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.

AlkuperäiskieliEnglanti
OtsikkoProceedings of 10th European Conference on Mobile Robots, ECMR 2021
KustantajaIEEE
ISBN (elektroninen)9781665412131
DOI - pysyväislinkit
TilaJulkaistu - 22 lokak. 2021
OKM-julkaisutyyppiA4 Artikkeli konferenssijulkaisuussa
TapahtumaEuropean Conference on Mobile Robots - Virtual, online, Bonn, Saksa
Kesto: 31 elok. 20213 syysk. 2021
Konferenssinumero: 10
https://ecmr2021.org/

Conference

ConferenceEuropean Conference on Mobile Robots
LyhennettäECMR
Maa/AlueSaksa
KaupunkiBonn
Ajanjakso31/08/202103/09/2021
www-osoite

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