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Building Roof Component Extraction from Panchromatic Satellite Images Using a Clustering-Based Method

Partovi, Tahmineh and Bahmanyar, Reza and Krauß, Thomas and Reinartz, Peter (2014) Building Roof Component Extraction from Panchromatic Satellite Images Using a Clustering-Based Method. In: ISPRS Archives - ISPRS Technical Commission III Symposium, XL-3, pp. 247-252. Copernicus Verlag. PCV 2014, 5-7 Sept 2014, Zurich, Switzerland. DOI: 10.5194/isprsarchives-XL-3-247-2014

Full text not available from this repository.

Official URL: http://www.igp.ethz.ch/photogrammetry/pcv2014/index.html


Developing fully automatic systems is still an active research topic in 3D building model reconstruction. While a general solution to the building reconstruction problem relies on collecting and grouping the modeling cues (e.g., lines, corners, planes) from Digital Surface Model (DSM) data, failure in finding the cues due to noise in the DSM and the object complexities is a big challenge. In this paper, we introduce a clustering-based method for cue discovery from Pan-chromatic satellite images which reduces the dependencies of the reconstruction techniques on DSM data. Experimental results show that the proposed method is not only able to effectively refine building masks by discriminating building boundaries from nearby clutter, but also is able to determine the roof types (e.g., pitched, flat). The latter, allows to establish a reconstruction method to reduces the search effort and the failure probability regions in finding a particular cue by leading the system to an appropriate area.

Item URL in elib:https://elib.dlr.de/93132/
Document Type:Conference or Workshop Item (Speech)
Title:Building Roof Component Extraction from Panchromatic Satellite Images Using a Clustering-Based Method
AuthorsInstitution or Email of AuthorsAuthors ORCID iD
Partovi, Tahminehtahmineh.partovi (at) dlr.deUNSPECIFIED
Bahmanyar, Rezareza.bahmanyar (at) dlr.deUNSPECIFIED
Krauß, Thomasthomas.krauss (at) dlr.deUNSPECIFIED
Reinartz, Peterpeter.reinartz (at) dlr.deUNSPECIFIED
Date:November 2014
Journal or Publication Title:ISPRS Archives - ISPRS Technical Commission III Symposium
Refereed publication:No
Open Access:No
Gold Open Access:No
In ISI Web of Science:No
DOI :10.5194/isprsarchives-XL-3-247-2014
Page Range:pp. 247-252
Schindler, KonradETH, Zurich, Switzerland
Paparoditis, NicolasInstitut Géographique National
Publisher:Copernicus Verlag
Keywords:Pan-chromatic image, DSM, Roof Type Detection, Mask Refinement, Clustering
Event Title:PCV 2014
Event Location:Zurich, Switzerland
Event Type:international Conference
Event Dates:5-7 Sept 2014
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 On:04 Dec 2014 16:22
Last Modified:03 Feb 2015 13:13

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