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/ | ||||||||||||||||||||||||
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| Document Type: | Book Section | ||||||||||||||||||||||||
| Title: | A Performance Study on Different Stereo Matching Costs using Airborne Image Sequences and Satellite images | ||||||||||||||||||||||||
| Authors: |
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| 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: |
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| 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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