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[en] The increasing accuracy of indoor positioning systems requires an appropriately accurate evaluation, which compares system outputs with the known coordinates of test locations --- the ground truth. Although ground truth data are rarely (if ever) tested, they are traditionally assumed to be perfectly accurate. However, even small errors introduced by inaccurate ground truth need to be taken into account for fair evaluation and comparison between modern high-resolution positioning systems.
In this paper we analyze the quality of ground truth data provided by clicking on an interactive floor plan (a method employed by such classical systems as RADAR and Horus). Experimental results show that this method has high precision but low accuracy, and high systematic errors make it unsuitable for evaluation of fine-grained localization systems.
Disciplines :
Ingénierie, informatique & technologie: Multidisciplinaire, généralités & autres Sciences informatiques
Auteur, co-auteur :
POPLETEEV, Andrei ; University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT)
Co-auteurs externes :
no
Langue du document :
Anglais
Titre :
Indoor positioning and floor plan based ground truth: Can you really click where you are?
Date de publication/diffusion :
décembre 2016
Nom de la manifestation :
15th International Conference on Mobile and Ubiquitious Multimedia (MUM-2016)
Lieu de la manifestation :
Rovaniemi, Finlande
Date de la manifestation :
12-15 December 2016
Titre de l'ouvrage principal :
15th International Conference on Mobile and Ubiquitious Multimedia (MUM-2016)
Peer reviewed :
Peer reviewed
Projet FnR :
FNR8311593 - Indoor Navigation With Ambient Radio Signals, 2014 (01/02/2015-31/07/2017) - Andrei Popleteev