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New MPEG-7 Scalable Color Descriptor Based on Polar Coordinates for Multispectral Earth Observation Image Analysis

Georgescu, Florin-Andrei and Raducanu, Dan and Datcu, Mihai (2017) New MPEG-7 Scalable Color Descriptor Based on Polar Coordinates for Multispectral Earth Observation Image Analysis. IEEE Geoscience and Remote Sensing Letters, 14 (7), pp. 987-991. IEEE - Institute of Electrical and Electronics Engineers. ISSN 1545-598X

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Official URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7927387

Abstract

Continuously expanding high-resolution and very high resolution multispectral image collections, provided by remote sensing satellites, require specific methods and techniques for data analysis and understanding. Even though there are several patch-based approaches for image classification and indexing, none of them are integrated within a standard. Having the goal to develop an MPEG-7 compliant descriptor for patchbased multispectral earth observation image classification and indexing, we propose a new feature extraction method able to extract maximum information from all the available spectral bands that Sentinel 2, the last generation of remote sensing satellites, provides. Using the polar coordinate transformation of the reflectance values, we obtain illumination invariant features, which can be used along with the scalable color descriptor present in MPEG-7 standard. Also, our method proves to enhance land cover classification of the areas affected by clouds and their shadows and provide similar classification results compared with the homogeneous texture descriptor (HTD), spectral histogram (SH), concatenated HTD with SH features, spectral indices (SIs), and bag-of-words-based descriptors, such as bag-of-SIs and bag-ofspectral- values on cloud-free areas.

Item URL in elib:https://elib.dlr.de/113873/
Document Type:Article
Title:New MPEG-7 Scalable Color Descriptor Based on Polar Coordinates for Multispectral Earth Observation Image Analysis
Authors:
AuthorsInstitution or Email of AuthorsAuthors ORCID iD
Georgescu, Florin-Andreimilitary technical academy, romaniaUNSPECIFIED
Raducanu, Danmilitary technical academy, bucharest, romaniaUNSPECIFIED
Datcu, Mihaimihai.datcu (at) dlr.deUNSPECIFIED
Date:7 July 2017
Journal or Publication Title:IEEE Geoscience and Remote Sensing Letters
Refereed publication:Yes
Open Access:No
Gold Open Access:No
In SCOPUS:Yes
In ISI Web of Science:Yes
Volume:14
Page Range:pp. 987-991
Publisher:IEEE - Institute of Electrical and Electronics Engineers
ISSN:1545-598X
Status:Published
Keywords:Feature extraction, land cover classification, MPEG-7, polar coordinates, scalable color descriptor
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: Zielske, Mandy
Deposited On:05 Sep 2017 18:24
Last Modified:08 Mar 2018 18:31

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