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Improve docstrings for captions
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Histogram of Oriented Gradients
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===============================
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The `Histogram of Oriented Gradient
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<http://en.wikipedia.org/wiki/Histogram_of_oriented_gradients>`__ (HOG) feature
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descriptor [1]_ is popular for object detection.
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The Histogram of Oriented Gradient (HOG) feature descriptor is popular
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for object detection [1]_.
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In the following example, we compute the HOG descriptor and display
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a visualisation.
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In the following example, we compute the `HOG descriptor
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<http://en.wikipedia.org/wiki/Histogram_of_oriented_gradients>`__
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and display a visualisation.
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Algorithm overview
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------------------
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