In this paper we present a machine vision system to efficiently monitor, analyse and present visual data acquired from a railway overhead gantry equipped with multiple cameras. This solution aims to improve the safety of daily life railway transportation in a two-fold manner: (1) by estimating multiple safety requirements using image analysis algorithms that can process large imagery of trains (2) by helping train safety operators to detect any possible malfunction on a train. The system exploits high-rate visible and thermal cameras that observe a train passing under a railway overhead gantry. The machine vision system is composed of three principal modules: (1) an automatic wagon identification system, recognizing the wagon ID according to the UIC classification of railway coaches; (2) a system for the detection and localization of the pantograph of the train; (3) a temperature monitoring system. These three machine vision modules process batch trains sequences and their resulting analysis are presented to an operator using a multitouch user interface.

A multi-camera image processing and visualization system for train safety assessment / Lisanti, Giuseppe; Karaman, Svebor; Pezzatini, Daniele; Del Bimbo, Alberto. - In: MULTIMEDIA TOOLS AND APPLICATIONS. - ISSN 1573-7721. - ELETTRONICO. - 77:2(2018), pp. 1583-1604. [10.1007/s11042-017-4351-4]

A multi-camera image processing and visualization system for train safety assessment

Lisanti, Giuseppe;
2018

Abstract

In this paper we present a machine vision system to efficiently monitor, analyse and present visual data acquired from a railway overhead gantry equipped with multiple cameras. This solution aims to improve the safety of daily life railway transportation in a two-fold manner: (1) by estimating multiple safety requirements using image analysis algorithms that can process large imagery of trains (2) by helping train safety operators to detect any possible malfunction on a train. The system exploits high-rate visible and thermal cameras that observe a train passing under a railway overhead gantry. The machine vision system is composed of three principal modules: (1) an automatic wagon identification system, recognizing the wagon ID according to the UIC classification of railway coaches; (2) a system for the detection and localization of the pantograph of the train; (3) a temperature monitoring system. These three machine vision modules process batch trains sequences and their resulting analysis are presented to an operator using a multitouch user interface.
2018
A multi-camera image processing and visualization system for train safety assessment / Lisanti, Giuseppe; Karaman, Svebor; Pezzatini, Daniele; Del Bimbo, Alberto. - In: MULTIMEDIA TOOLS AND APPLICATIONS. - ISSN 1573-7721. - ELETTRONICO. - 77:2(2018), pp. 1583-1604. [10.1007/s11042-017-4351-4]
Lisanti, Giuseppe; Karaman, Svebor; Pezzatini, Daniele; Del Bimbo, Alberto
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11585/654625
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