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Unsupervised Clustering for Google Searches of Celebrity Images

Holub, Alex and Moreels, Pierre and Perona, Pietro (2008) Unsupervised Clustering for Google Searches of Celebrity Images. In: 8th IEEE International Conference on Automatic Face & Gesture Recognition, 2008. FG '08. IEEE , Piscataway, NJ. ISBN 978-1-4244-2153-4 . https://resolver.caltech.edu/CaltechAUTHORS:20150903-124802829

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Abstract

How do we identify images of the same person in photo albums? How can we find images of a particular celebrity using web image search engines? These types of tasks require solving numerous challenging issues in computer vision including: detecting whether an image contains a face, maintaining robustness to lighting, pose, occlusion, scale, and image quality, and using appropriate distance metrics to identify and compare different faces. In this paper we present a complete system which yields good performance on challenging tasks involving face recognition including image retrieval, unsupervised clustering of faces, and increasing precision of ‘Google Image’ searches. All tasks use highly variable real data obtained from raw image searches on the web.


Item Type:Book Section
Related URLs:
URLURL TypeDescription
http://dx.doi.org/10.1109/AFGR.2008.4813463DOIArticle
http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=4813463PublisherArticle
ORCID:
AuthorORCID
Perona, Pietro0000-0002-7583-5809
Additional Information:© 2008 IEEE.
Record Number:CaltechAUTHORS:20150903-124802829
Persistent URL:https://resolver.caltech.edu/CaltechAUTHORS:20150903-124802829
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:60050
Collection:CaltechAUTHORS
Deposited By: Caroline Murphy
Deposited On:16 Sep 2015 22:22
Last Modified:03 Oct 2019 08:53

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