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Active learning using the data distribution for interactive image classification and retrieval

Blanchart, Pierre and Ferecatu, M. and Datcu, Mihai (2011) Active learning using the data distribution for interactive image classification and retrieval. In: CIDM Conference Proceedings, pp. 7-14. IEEE. CIDM 2011, 11.-15. April 2011, Paris, Frankreich. ISBN 978-1-4244-9926-7

Full text not available from this repository.

Official URL: http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5949446&tag=1

Abstract

In the context of image search and classification, we describe an active learning strategy that relies on the intrinsic data distribution modeled as a mixture of Gaussians to speed up the learning of the target class using an interactive relevance feedback process.

Item URL in elib:https://elib.dlr.de/73464/
Document Type:Conference or Workshop Item (Speech)
Additional Information:Digital Object Identifier: 10.1109/CIDM.2011.5949446
Title:Active learning using the data distribution for interactive image classification and retrieval
Authors:
AuthorsInstitution or Email of AuthorsAuthors ORCID iD
Blanchart, PierreParisTech ParisUNSPECIFIED
Ferecatu, M.CNAM ParisUNSPECIFIED
Datcu, MihaiDLRUNSPECIFIED
Date:12 July 2011
Journal or Publication Title:CIDM Conference Proceedings
Open Access:No
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Page Range:pp. 7-14
Publisher:IEEE
ISBN:978-1-4244-9926-7
Status:Published
Keywords: Earth Observation image databases , Gaussian mixture components , active learning strategy , computation time , interactive image classification , interactive image retrieval , interactive relevance feedback process , intrinsic data distribution , memory requirements , satellite image database , semi-supervised C-SVM algorithm
Event Title:CIDM 2011
Event Location:Paris, Frankreich
Event Type:international Conference
Event Dates:11.-15. April 2011
Organizer:CIDM
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: Schwarz, Gottfried
Deposited On:02 Jan 2012 13:27
Last Modified:09 Jan 2012 13:13

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