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Context Aware Modification on the Object Based Image Analysis

Mahmoudi, Fatemeh Tabib and Samadzadegan, Farhad and Reinartz, Peter (2015) Context Aware Modification on the Object Based Image Analysis. Journal of the Indian Society of Remote Sensing, 43 (4), pp. 709-717. Springer. DOI: 10.1007/s12524-015-0453-5 ISSN 0255-660X

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Official URL: http://link.springer.com/article/10.1007%2Fs12524-015-0453-5#

Abstract

Spectral similarities, spatial adjacencies and complex relationships between various object types lead to the recognition difficulties and ambiguities in complex urban areas. Using a knowledge base containing contextual information together with higher levels of modifications in the object based image analysis may improve recognition results in such a situation. In this paper, contextual information composed of regions’ internal and external context are utilized for object classification and modification based on the pre-defined segmented regions in very high resolution (VHR) remotely sensed imagery. In the proposed methodology, defining region’s internal context for each of the segmented regions, object based image analysis (OBIA) is performed. Then, for the modification of the wrongly classified regions due to the internal context similarities, region’s external context is defined based on the mutual dependencies between neighboring regions in the image. Evaluation of the capabilities of the proposed context aware object recognition methodology is performed on the WorldView-2 satellite imagery over Rio de Janeiro in Brazil together with a digital surface model. The obtained results represent that using various contextual information together with higher levels of modifications on the object regions, some of the object recognition difficulties due to the spectral similarities, spatial adjacencies and mistakes in generating the classification rules are decreased.

Item URL in elib:https://elib.dlr.de/97494/
Document Type:Article
Title:Context Aware Modification on the Object Based Image Analysis
Authors:
AuthorsInstitution or Email of AuthorsAuthors ORCID iD
Mahmoudi, Fatemeh TabibUniversity of Tehran, Tehran, IranUNSPECIFIED
Samadzadegan, FarhadUniversity of Tehran, Tehran, IranUNSPECIFIED
Reinartz, Peterpeter.reinartz (at) dlr.deUNSPECIFIED
Date:10 July 2015
Journal or Publication Title:Journal of the Indian Society of Remote Sensing
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:Yes
In ISI Web of Science:Yes
Volume:43
DOI :10.1007/s12524-015-0453-5
Page Range:pp. 709-717
Editors:
EditorsEmail
Joseph, GeorgeISRO, Ahmedabad, India
Publisher:Springer
ISSN:0255-660X
Status:Published
Keywords:Object recognition, Modification, Contextual information, Internal context External context Mutual dependency
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:22 Jul 2015 16:30
Last Modified:31 Jul 2019 19:54

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