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Viola and Jones
created a very fast face detector that
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can be scanned
across a large image to find the faces.
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The base
classifier just compares the total intensity in
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two rectangular
pieces of the image.
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There
is a neat trick for computing the total intensity in
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a
rectangle in a few operations.
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So its
easy to evaluate a huge number of base classifiers
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and
they are very fast at runtime.
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We
add classifiers greedily based on their quality on
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the
weighted training cases.
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