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3D change detection – approaches and applications

Qina, Rongjun and Tian, Jiaojiao and Reinartz, Peter (2016) 3D change detection – approaches and applications. ISPRS Journal of Photogrammetry and Remote Sensing, 122, pp. 44-51. Elsevier. DOI: 10.1016/j.isprsjprs.2016.09.013 ISSN 0924-2716

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Official URL: http://www.journals.elsevier.com/isprs-journal-of-photogrammetry-and-remote-sensing

Abstract

Due to the unprecedented technology development of sensors, platforms and algorithms for 3D data acquisition and generation, 3D spaceborne, airborne and close-range data, in the form of image based, Light Detection and Ranging (LiDAR) based point clouds, Digital Elevation Models (DEM) and 3D city models, become more accessible than ever before. Change detection (CD) or time-series data analysis in 3D has gained great attention due to its capability of providing volumetric dynamics to facilitate more applications and provide more accurate results. The state-of-the-art CD reviews aim to provide a comprehensive synthesis and to simplify the taxonomy of the traditional remote sensing CD techniques, which mainly sit within the boundary of 2D image/spectrum analysis, largely ignoring the particularities of 3D aspects of the data. The inclusion of 3D data for change detection (termed 3D CD), not only provides a source with different modality for analysis, but also transcends the border of traditional top-view 2D pixel/object-based analysis to highly detailed, oblique view or voxel-based geometric analysis. This paper reviews the recent developments and applications of 3D CD using remote sensing and close-range data, in support of both academia and industry researchers who seek for solutions in detecting and analyzing 3D dynamics of various objects of interest. We first describe the general considerations of 3D CD problems in different processing stages and identify CD types based on the information used, being the geometric comparison and geometric-spectral analysis. We then summarize relevant works and practices in urban, environment, ecology and civil applications, etc. Given the broad spectrum of applications and different types of 3D data, we discuss important issues in 3D CD methods. Finally, we present concluding remarks in algorithmic aspects of 3D CD.

Item URL in elib:https://elib.dlr.de/107163/
Document Type:Article
Title:3D change detection – approaches and applications
Authors:
AuthorsInstitution or Email of AuthorsAuthors ORCID iD
Qina, RongjunOhio State University, Columbus, USAUNSPECIFIED
Tian, Jiaojiaojiaojiao.tian (at) dlr.deUNSPECIFIED
Reinartz, Peterpeter.reinartz (at) dlr.deUNSPECIFIED
Date:2016
Journal or Publication Title:ISPRS Journal of Photogrammetry and Remote Sensing
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:Yes
In ISI Web of Science:Yes
Volume:122
DOI :10.1016/j.isprsjprs.2016.09.013
Page Range:pp. 44-51
Editors:
EditorsEmail
Lichti, D.University of Calgary, Calgary, Alberta, Canada
Weng, Q.Indiana State University, Terre Haute, Indiana, USA
Publisher:Elsevier
ISSN:0924-2716
Status:Published
Keywords:3D Change Detection; Digital Surface Models; Oblique Images; LiDAR; Land-cover Classification; Very High Resolution
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Space
HGF - Program Themes:Earth Observation
DLR - Research area:Raumfahrt
DLR - Program:R EO - Erdbeobachtung
DLR - Research theme (Project):R - Vorhaben hochauflösende Fernerkundungsverfahren
Location: Oberpfaffenhofen
Institutes and Institutions:Remote Sensing Technology Institute > Photogrammetry and Image Analysis
Deposited By:INVALID USER
Deposited On:08 Nov 2016 16:15
Last Modified:06 Sep 2019 15:28

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