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  Learning an Interest Operator from Human Eye Movements

Kienzle, W., Wichmann, F., Schölkopf, B., & Franz, M. (2006). Learning an Interest Operator from Human Eye Movements. In C. Schmid, S. Soatto, & C. Tomasi (Eds.), 2006 Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'06) (pp. 1-8). Piscataway, NJ, USA: IEEE. doi:10.1109/CVPRW.2006.116.

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Item Permalink: http://hdl.handle.net/11858/00-001M-0000-0013-D23B-5 Version Permalink: http://hdl.handle.net/21.11116/0000-0004-9C2B-D
Genre: Conference Paper

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 Creators:
Kienzle, W1, 2, Author              
Wichmann, FA1, 2, Author              
Schölkopf, B1, 2, Author              
Franz, MO1, 2, Author              
Affiliations:
1Department Empirical Inference, Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497795              
2Max Planck Institute for Biological Cybernetics, Max Planck Society, Spemannstrasse 38, 72076 Tübingen, DE, ou_1497794              

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 Abstract: We present an approach for designing interest operators that are based on human eye movement statistics. In contrast to existing methods which use hand-crafted saliency measures, we use machine learning methods to infer an interest operator directly from eye movement data. That way, the operator provides a measure of biologically plausible interestingness. We describe the data collection, training, and evaluation process, and show that our learned saliency measure significantly accounts for human eye movements. Furthermore, we illustrate connections to existing interest operators, and present a multi-scale interest point detector based on the learned function.

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 Dates: 2006-07
 Publication Status: Published online
 Pages: -
 Publishing info: -
 Table of Contents: -
 Rev. Method: -
 Identifiers: DOI: 10.1109/CVPRW.2006.116
BibTex Citekey: 3950
 Degree: -

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Title: Conference on Computer Vision and Pattern Recognition Workshop (CVPRW 2006)
Place of Event: New York, NY, USA
Start-/End Date: 2006-06-17 - 2006-06-22

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Title: 2006 Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'06)
Source Genre: Proceedings
 Creator(s):
Schmid, C, Editor
Soatto, S, Editor
Tomasi, C, Editor
Affiliations:
-
Publ. Info: Piscataway, NJ, USA : IEEE
Pages: - Volume / Issue: - Sequence Number: 24 Start / End Page: 1 - 8 Identifier: ISBN: 0-7695-2646-2