دورية أكاديمية

Off-Line Evaluation of Mobile-Centric Indoor Positioning Systems: The Experiences from the 2017 IPIN Competition

التفاصيل البيبلوغرافية
العنوان: Off-Line Evaluation of Mobile-Centric Indoor Positioning Systems: The Experiences from the 2017 IPIN Competition
المؤلفون: Joaquín Torres-Sospedra, Antonio Jiménez, Adriano Moreira, Tomás Lungenstrass, Wei-Chung Lu, Stefan Knauth, Germán Mendoza-Silva, Fernando Seco, Antoni Pérez-Navarro, Maria Nicolau, António Costa, Filipe Meneses, Joaquín Farina, Juan Morales, Wen-Chen Lu, Ho-Ti Cheng, Shi-Shen Yang, Shih-Hau Fang, Ying-Ren Chien, Yu Tsao
المصدر: Sensors; Volume 18; Issue 2; Pages: 487
بيانات النشر: Multidisciplinary Digital Publishing Institute
سنة النشر: 2018
المجموعة: MDPI Open Access Publishing
مصطلحات موضوعية: indoor positioning and navigation, Wi-Fi fingerprinting, sensor fusion, competitions, benchmarking
الوصف: The development of indoor positioning solutions using smartphones is a growing activity with an enormous potential for everyday life and professional applications. The research activities on this topic concentrate on the development of new positioning solutions that are tested in specific environments under their own evaluation metrics. To explore the real positioning quality of smartphone-based solutions and their capabilities for seamlessly adapting to different scenarios, it is needed to find fair evaluation frameworks. The design of competitions using extensive pre-recorded datasets is a valid way to generate open data for comparing the different solutions created by research teams. In this paper, we discuss the details of the 2017 IPIN indoor localization competition, the different datasets created, the teams participating in the event, and the results they obtained. We compare these results with other competition-based approaches (Microsoft and Perf-loc) and on-line evaluation web sites. The lessons learned by organising these competitions and the benefits for the community are addressed along the paper. Our analysis paves the way for future developments on the standardization of evaluations and for creating a widely-adopted benchmark strategy for researchers and companies in the field.
نوع الوثيقة: text
وصف الملف: application/pdf
اللغة: English
العلاقة: Physical Sensors; https://dx.doi.org/10.3390/s18020487Test
DOI: 10.3390/s18020487
الإتاحة: https://doi.org/10.3390/s18020487Test
حقوق: https://creativecommons.org/licenses/by/4.0Test/
رقم الانضمام: edsbas.B3F12CDC
قاعدة البيانات: BASE