On-the-fly specific person retrieval

On-the-fly specific person retrieval

We describe a method of visual search for finding people in large video datasets. The novelty is that the person of interest can be specified at run time by a text query, and a discriminative classifier for that person is then learnt on-the-fly using images downloaded from Google Image search. The p...

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Hauptverfasser: Parkhi, O. M., Vedaldi, A., Zisserman, A.
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Sprache:eng
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Detectors
Face
Facial features
Feature extraction
Google
Training
Vectors
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creator Parkhi, O. M.
Vedaldi, A.
Zisserman, A.
description We describe a method of visual search for finding people in large video datasets. The novelty is that the person of interest can be specified at run time by a text query, and a discriminative classifier for that person is then learnt on-the-fly using images downloaded from Google Image search. The performance of the method is evaluated on a ground truth dataset of episodes of Scrubs, and results are also shown for retrieval on the TRECVid 2011 IACC.1.B dataset of over 8k videos. The entire process from specifying the query to receiving the ranked results takes only a matter of seconds.
doi_str_mv 10.1109/WIAMIS.2012.6226775
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subjects Detectors
Face
Facial features
Feature extraction
Google
Training
Vectors
title On-the-fly specific person retrieval
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