Low-Cost Canoe Counting System for Application in a Natural Environment

Artur Wilkowski , Marcin Luckner

Abstract

This paper presents low-cost system for counting canoes and canoeists to control cannoning tourist routes. The created system was implemented on Raspberry Pi 2 and the total cost of the tracking device is less than 200$. The proposed algorithm uses background subtraction and Support Vector Machines to track vessels and recognize canoes among them. The obtained results are rewarding as for low-cost solution. Depending on considered group of objects the accuracy of the algorithm reaches 84, 89.5, and 96 % for canoes, vessels, and all objects respectively.
Author Artur Wilkowski (FGC / CGGA)
Artur Wilkowski,,
- Chair of Geodesy and Geodetic Astronomy
, Marcin Luckner (FMIS / DACSCM)
Marcin Luckner,,
- Department of Applied Computer Science and Computation Methods
Pages705-715
Publication size in sheets0.5
Book Szewczyk Roman, Zieliński Cezary, Kaliczyńska Małgorzata (eds.): Challenges in Automation, Robotics and Measurement Techniques. Proceedings of AUTOMATION-2016, March 2-4, 2016, Warsaw, Poland, Advances in Intelligent Systems and Computing, vol. 440, 2016, GEWERBESTRASSE 11, CHAM, CH-6330, SWITZERLAND, Springer International Publishing, ISBN 978-3-319-29356-1, [978-3-319-29357-8], 919 p., DOI:10.1007/978-3-319-29357-8
Keywords in EnglishComputer vision, Pattern recognition, Classification with rejection
Abstract in PolishArtykuł prezentuje budżetowy system do zliczania kajaków i kajakarzy na szlakach wodnych. System zaimplementowany na Raspberry Pi 2 nie kosztuje więcej niż 200$ za pojedyncze stanowisko. Zaproponowany algorytm używa ekstrakcji tła i SVM do śledzenia poruszających się obiektów i wykrywania kajaków. W zależności od rozważanej grupy obiektów skuteczność wynosi 84, 89.5 i 96 procent dla kajaków, pojazdów wodnych i wszystkich obiektów.
DOIDOI:10.1007/978-3-319-29357-8_61
URL http://link.springer.com/chapter/10.1007%2F978-3-319-29357-8_61
Internal identifier118/2016
ProjectX. Project leader: Brzeziński Aleksander, , Phone: +48 22 234-7697, start date 15-04-2015, end date 31-12-2015, 504/01822/1060/40.000XXX, Completed
WGiK Działalność statutowa
Languageen angielski
Additional file
2016_Oświadczenie_Wilkowski A 789.27 KB
Score (nominal)15
Score sourceconferenceIndex
ScoreMinisterial score = 15.0, 01-02-2020, BookChapterSeriesAndMatConfByConferenceseries
Ministerial score (2013-2016) = 15.0, 01-02-2020, BookChapterSeriesAndMatConfByConferenceseries
Publication indicators Scopus Citations = 1; WoS Citations = 0
Citation count*1 (2020-08-21)
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