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Traffic Monitoring without single Car Detection from optical airborne Images

Zeller, Klaus and Hinz, Stefan and Rosenbaum, Dominik and Leitloff, Jens and Reinartz, Peter (2009) Traffic Monitoring without single Car Detection from optical airborne Images. ISPRS Hannover Workshop 2009, 2009-06-02 - 2009-06-05, Deutschland.

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Abstract

This article describes several methods for traffic monitoring from airborne optical remote sensing data. These methods classify the traffic into free flowing traffic, traffic congestion and traffic jam. Furthermore a method is explained, which provides information about the average speed of dense traffic on a defined part of the road. All methods gather the information directly from image features, without the use of single vehicle detection. The classification of the traffic is done by stacking at least three overlapping images on top of each other and calculating the standard deviation of the gray values of each overlying pixel. In addition to that a texture analysis is implemented to differentiate the traffic. The average speed of dense traffic is calculated employing disparities of two following images of the same scene. All methods, which were presented in this article were tested on various data sets and compared with interactive measured reference data. These methods will be applicable in combination with methods using single car detection in the ARGOS-Project (AiRborne wide area hiGh altitude mOnitoring System).

Item URL in elib:https://elib.dlr.de/59325/
Document Type:Conference or Workshop Item (Poster)
Title:Traffic Monitoring without single Car Detection from optical airborne Images
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Zeller, Klausklaus.zeller (at) dlr.deUNSPECIFIEDUNSPECIFIED
Hinz, Stefanstefan.hinz (at) ipf.uni-karlsruhe.deUNSPECIFIEDUNSPECIFIED
Rosenbaum, DominikDominik.Rosenbaum (at) dlr.deUNSPECIFIEDUNSPECIFIED
Leitloff, JensJens.Leitloff (at) dlr.deUNSPECIFIEDUNSPECIFIED
Reinartz, PeterPeter.Reinartz (at) dlr.dehttps://orcid.org/0000-0002-8122-1475UNSPECIFIED
Date:2009
Open Access:Yes
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Editors:
EditorsEmailEditor's ORCID iDORCID Put Code
Heipke, ChristianUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Jacobsen, KarstenUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Müller, SönkeUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Sörgel, UweUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Status:Published
Keywords:Traffic monitoring, airborne optical remote sensing data, image series, image understanding, traffic classification, traffic parameter extraction
Event Title:ISPRS Hannover Workshop 2009
Event Location:Deutschland
Event Type:Workshop
Event Start Date:2 June 2009
Event End Date:5 June 2009
Organizer:Institut für Photogrammetrie und GeoInformation (IPI), Leibniz Universität Hannover
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Transport
HGF - Program Themes:Traffic Management (old)
DLR - Research area:Transport
DLR - Program:V VM - Verkehrsmanagement
DLR - Research theme (Project):V - ARGOS (old)
Location: Oberpfaffenhofen
Institutes and Institutions:Remote Sensing Technology Institute > Photogrammetry and Image Analysis
Deposited By: Zeller, Klaus
Deposited On:17 Jul 2009 14:34
Last Modified:24 Apr 2024 19:24

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