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A Fast Search System for Remote Sensing Imagery Based On Bag Of Visual Words and Latent Dirichlet Allocation

Karmakar, Chandrabali and Datcu, Mihai (2020) A Fast Search System for Remote Sensing Imagery Based On Bag Of Visual Words and Latent Dirichlet Allocation. In: 2020 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2020, pp. 1-4. IGARSS 2020, 2020-09-26 - 2020-10-02, Virtual. doi: 10.1109/igarss39084.2020.9324359. ISBN 978-172816374-1. ISSN 2153-6996.

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Official URL: https://igarss2020.org/view_paper.php?PaperNum=2722

Abstract

In this paper, we present our image search system for remote sensing imagery leveraging the capabilities of Elasticsearch, a well-known full-text search engine. We use bag of visual words and bag of visual topics model to represent the earth observation images in a text- equivalent format. The image files are stored in Elasticsearch in their text-equivalent format, making it feasible to apply some sophisticated textbased search functionalities of Elasticsearch on the data. This gives great flexibility to the search clauses allowing the user to match chosen fragments of images. We also implement visual topic search which enables search by higher level semantics. The proposed methods are simple and fast as they do not require any complex image feature computation

Item URL in elib:https://elib.dlr.de/138142/
Document Type:Conference or Workshop Item (Speech)
Title:A Fast Search System for Remote Sensing Imagery Based On Bag Of Visual Words and Latent Dirichlet Allocation
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Karmakar, ChandrabaliUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Datcu, MihaiUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Date:September 2020
Journal or Publication Title:2020 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2020
Refereed publication:Yes
Open Access:No
Gold Open Access:No
In SCOPUS:Yes
In ISI Web of Science:Yes
DOI:10.1109/igarss39084.2020.9324359
Page Range:pp. 1-4
ISSN:2153-6996
ISBN:978-172816374-1
Status:Published
Keywords:Remote Sensing, Image search, Elasticsearch, full-text search.
Event Title:IGARSS 2020
Event Location:Virtual
Event Type:international Conference
Event Start Date:26 September 2020
Event End Date:2 October 2020
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Space
HGF - Program Themes:Earth Observation
DLR - Research area:Raumfahrt
DLR - Program:R EO - Earth Observation
DLR - Research theme (Project):R - Vorhaben hochauflösende Fernerkundungsverfahren (old)
Location: Oberpfaffenhofen
Institutes and Institutions:Remote Sensing Technology Institute > EO Data Science
Deposited By: Karmakar, Chandrabali
Deposited On:25 Nov 2020 17:21
Last Modified:07 Jun 2024 09:50

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