Track detection in 3D laser scanning data of railway infrastructure

作者: Timo Hackel , Denis Stein , Ingo Maindorfer , Martin Lauer , Alexander Reiterer

DOI: 10.1109/I2MTC.2015.7151352

关键词:

摘要: Novel safety systems are needed to meet the growing demand of railway operation. In this paper we introduce general techniques for detection tracks and their components in 3D laser scanning data. These make use feature based methods, such as support vector machines, well model template matching. The focus work robust precise detectors infrastructure elements, rails, tracks, closure frogs. parts can be used both, track maintenance train-borne localization. approach is evaluated experimentally on data compared with a reference system. Furthermore, generic that it any suitable

参考文章(18)
Denis Stein, Martin Lauer, Max Spindler, None, An Analysis of Different Sensors for Turnout Detection for Train-borne Localization Systems WIT Transactions on the Built Environment. ,vol. 135, pp. 827- 838 ,(2014) , 10.2495/CR140691
Martin Lauer, Denis Stein, None, A Train Localization Algorithm for Train Protection Systems of the Future IEEE Transactions on Intelligent Transportation Systems. ,vol. 16, pp. 970- 979 ,(2015) , 10.1109/TITS.2014.2345498
Ralph Ross, Track and turnout detection in video-signals using probabilistic spline curves international conference on intelligent transportation systems. pp. 294- 299 ,(2012) , 10.1109/ITSC.2012.6338605
Esther Resendiz, John Hart, Narendra Ahuja, Automated Visual Inspection of Railroad Tracks IEEE Transactions on Intelligent Transportation Systems. ,vol. 14, pp. 751- 760 ,(2013) , 10.1109/TITS.2012.2236555
Yang Chen, Gérard Medioni, Object modelling by registration of multiple range images Image and Vision Computing. ,vol. 10, pp. 145- 155 ,(1992) , 10.1016/0262-8856(92)90066-C
Radu Bogdan Rusu, None, Semantic 3D Object Maps for Everyday Manipulation in Human Living Environments Künstliche Intelligenz. ,vol. 24, pp. 345- 348 ,(2010) , 10.1007/S13218-010-0059-6
Bernhard E. Boser, Isabelle M. Guyon, Vladimir N. Vapnik, A training algorithm for optimal margin classifiers conference on learning theory. pp. 144- 152 ,(1992) , 10.1145/130385.130401
R. Adams, L. Bischof, Seeded region growing IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 16, pp. 641- 647 ,(1994) , 10.1109/34.295913
Stefan Hensel, Carsten Hasberg, Christoph Stiller, Probabilistic Rail Vehicle Localization With Eddy Current Sensors in Topological Maps IEEE Transactions on Intelligent Transportation Systems. ,vol. 12, pp. 1525- 1536 ,(2011) , 10.1109/TITS.2011.2161291