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  Extracting Structures in Image Collections for Object Recognition

Ebert, S., Larlus, D., & Schiele, B. (2010). Extracting Structures in Image Collections for Object Recognition. In K. Daniilidis, P. Maragos, & N. Paragios (Eds.), Computer Vision - ECCV 2010 (pp. 720-733). Berlin: Springer.

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Item Permalink: https://hdl.handle.net/11858/00-001M-0000-000F-15C3-D Version Permalink: https://hdl.handle.net/11858/00-001M-0000-0024-30CB-B
Genre: Conference Paper

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EbertLarlusSchieleECCV2010.pdf (Any fulltext), 362KB
 
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 Creators:
Ebert, Sandra1, Author           
Larlus, Diane1, Author           
Schiele, Bernt1, Author           
Affiliations:
1Computer Vision and Multimodal Computing, MPI for Informatics, Max Planck Society, ou_1116547              

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 Abstract: Many computer vision methods rely on annotated image databases without taking advantage of the increasing number of unlabeled images available. This paper explores an alternative approach involving unsupervised structure discovery and semi-supervised learning (SSL) in image collections. Focusing on object classes, the first part of the paper contributes with an extensive evaluation of state-of-the-art image representations underlining the decisive influence of the local neighborhood structure, its direct consequences on SSL results, and the importance of developing powerful object representations. In a second part, we propose and explore promising directions to improve results by looking at the local topology between images and feature combination strategies.

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Language(s): eng - English
 Dates: 2011-01-212010
 Publication Status: Issued
 Pages: -
 Publishing info: -
 Table of Contents: -
 Rev. Type: -
 Identifiers: eDoc: 536669
BibTex Citekey: ebert10eccv
DOI: 10.1007/978-3-642-15549-9_52
Other: Local-ID: C12576EE0048963A-6930BC3FCF259FE4C12577FF005E2149-EbertECCV2010
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Title: 11th European Conference on Computer Vision
Place of Event: Crete, Greece
Start-/End Date: 2010-09-05 - 2010-09-11

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Title: Computer Vision - ECCV 2010
  Subtitle : 11th European Conference on Computer Vision. Pt. I
  Abbreviation : ECCV 2010
Source Genre: Proceedings
 Creator(s):
Daniilidis, Kostas1, Editor
Maragos, Petros1, Editor
Paragios, Nikos1, Editor
Affiliations:
1 External Organizations, ou_persistent22            
Publ. Info: Berlin : Springer
Pages: - Volume / Issue: - Sequence Number: - Start / End Page: 720 - 733 Identifier: ISBN: 978-3-642-15548-2

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Title: Lecture Notes in Computer Science
  Abbreviation : LNCS
Source Genre: Series
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Publ. Info: -
Pages: - Volume / Issue: 6311 Sequence Number: - Start / End Page: - Identifier: -