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Cascaded active learning for object retrieval using multiscale coarse to fine analysis

Blanchart, Pierre and Ferecatu, M. and Datcu, Mihai (2011) Cascaded active learning for object retrieval using multiscale coarse to fine analysis. In: ICIP Conference Proceedings, pp. 2793-2796. IEEE. ICIP 2011, 11.-14. Sep. 2011, Brüssel, Belgien. ISBN 978-1-4577-1304-0 ISSN 1522-4880

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Official URL: http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=6116251

Abstract

In this paper, we describe an active learning scheme which performs coarse to fine testing using a multiscale patch-based representation of images to retrieve objects in large satellite image repositories. The proposed hierarchical top-down approach reduces step by step the size of the analysis window, eliminating each time large parts of the images considered as non-relevant.

Item URL in elib:https://elib.dlr.de/73726/
Document Type:Conference or Workshop Item (Speech)
Additional Information:DOI: 10.1109/ICIP.2011.6116251
Title:Cascaded active learning for object retrieval using multiscale coarse to fine analysis
Authors:
AuthorsInstitution or Email of AuthorsAuthors ORCID iD
Blanchart, PierreTélécom ParisTech, ParisUNSPECIFIED
Ferecatu, M.CNAM, ParisUNSPECIFIED
Datcu, MihaiDLRUNSPECIFIED
Date:29 December 2011
Journal or Publication Title:ICIP Conference Proceedings
Open Access:No
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Page Range:pp. 2793-2796
Publisher:IEEE
ISSN:1522-4880
ISBN:978-1-4577-1304-0
Status:Published
Keywords: Object detection, active learning, coarse to fine testing, multiple instance learning, support vector machines
Event Title:ICIP 2011
Event Location:Brüssel, Belgien
Event Type:international Conference
Event Dates:11.-14. Sep. 2011
Organizer:IEEE
HGF - Research field:Aeronautics, Space and Transport (old)
HGF - Program:Space (old)
HGF - Program Themes:W EO - Erdbeobachtung
DLR - Research area:Space
DLR - Program:W EO - Erdbeobachtung
DLR - Research theme (Project):W - Vorhaben hochauflösende Fernerkundungsverfahreen (old)
Location: Oberpfaffenhofen
Institutes and Institutions:Remote Sensing Technology Institute > Photogrammetry and Image Analysis
Deposited By: Schwarz, Gottfried
Deposited On:10 Jan 2012 08:25
Last Modified:10 Jan 2012 08:25

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