Title :
Track detection in 3D laser scanning data of railway infrastructure
Author :
Hackel, Timo ; Stein, Denis ; Maindorfer, Ingo ; Lauer, Martin ; Reiterer, Alexander
Author_Institution :
Photogrammetry & Remote Sensing, ETH Zurich, Zurich, Switzerland
Abstract :
Novel safety systems are needed to meet the growing demand of railway operation. In this paper we introduce general techniques for the detection of tracks and their components in 3D laser scanning data. These techniques make use of feature based methods, such as support vector machines, as well as model based methods, such as template matching. The focus of this work are robust and precise detectors for infrastructure elements, such as rails, tracks, closure rails, and frogs. These parts can be used for both, track maintenance and train-borne localization. The approach is evaluated experimentally on 3D laser scanning data and compared with a reference system. Furthermore, the approach is generic such that it can be used for data of any suitable laser scanning system.
Keywords :
image matching; object detection; optical scanners; railway engineering; railway safety; support vector machines; 3D laser scanning data; closure rails; feature based methods; frogs; model based methods; railway infrastructure; railway safety systems; support vector machines; template matching; track detection; track maintenance; train-borne localization; Euclidean distance; Image edge detection; Laser modes; Measurement by laser beam; Rail transportation; Rails; Three-dimensional displays;
Conference_Titel :
Instrumentation and Measurement Technology Conference (I2MTC), 2015 IEEE International
Conference_Location :
Pisa
DOI :
10.1109/I2MTC.2015.7151352