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A Performance Study on Different Stereo Matching Costs using Airborne Image Sequences and Satellite images

Zhu, Ke and d'Angelo, Pablo and Butenuth, Matthias (2011) A Performance Study on Different Stereo Matching Costs using Airborne Image Sequences and Satellite images. In: Photogrammetric Image Analysis Lecture Notes in Computer Sciences (LNCS) , 6952. Springer. pp. 159-170. doi: 10.1007/978-3-642-24393-6_14. ISBN 978-3-642-24392-9. ISSN 0302-9743.

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Official URL: http://www.springerlink.com/content/w118m8v0rq4hk182/

Abstract

Most recent stereo algorithms are designed to perform well on close range stereo datasets with relatively small baselines and good radiometric conditions. In this paper, different matching costs on the Semi-Global Matching algorithm are evaluated and compared using aerial image sequences and satellite images with ground truth. The influence of various cost functions on the stereo matching performance using datasets with different baseline lengths and natural radiometric changes is evaluated. A novel matching cost merging Mutual Information and Census is introduced and shows the highest robustness and accuracy. Our study indicates that using an adaptively weighted combination of Mutual Information and Census as matching cost can improve the peformance of stereo matching for airborne image sequences and satellite images.

Item URL in elib:https://elib.dlr.de/72115/
Document Type:Book Section
Title:A Performance Study on Different Stereo Matching Costs using Airborne Image Sequences and Satellite images
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Zhu, KeUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
d'Angelo, PabloUNSPECIFIEDhttps://orcid.org/0000-0001-8541-3856UNSPECIFIED
Butenuth, MatthiasUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Date:5 October 2011
Journal or Publication Title:Photogrammetric Image Analysis
Refereed publication:Yes
Open Access:No
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Volume:6952
DOI:10.1007/978-3-642-24393-6_14
Page Range:pp. 159-170
Editors:
EditorsEmailEditor's ORCID iDORCID Put Code
Stilla, UweUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Rottensteiner, FranzUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Mayer, HelmutUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Jutzi, BorisUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Butenuth, MatthiasUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Publisher:Springer
Series Name:Lecture Notes in Computer Sciences (LNCS)
ISSN:0302-9743
ISBN:978-3-642-24392-9
Status:Published
Keywords:Dense stereo matching, cost function, performance, observation constraints
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 - VABENE (old)
Location: Oberpfaffenhofen
Institutes and Institutions:Remote Sensing Technology Institute > Photogrammetry and Image Analysis
Deposited By: d'Angelo, Dr. Pablo
Deposited On:01 Dec 2011 08:27
Last Modified:29 Jan 2025 15:23

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