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OpenCV: Computer Vision Projects with Python
book

OpenCV: Computer Vision Projects with Python

by Joseph Howse, Prateek Joshi, Michael Beyeler
October 2016
Intermediate to advanced
558 pages
12h 39m
English
Packt Publishing
Content preview from OpenCV: Computer Vision Projects with Python

Blurring

Blurring refers to averaging the pixel values within a neighborhood. This is also called a low pass filter. A low pass filter is a filter that allows low frequencies and blocks higher frequencies. Now, the next question that comes to our mind is—What does "frequency" mean in an image? Well, in this context, frequency refers to the rate of change of pixel values. So we can say that the sharp edges would be high frequency content because the pixel values change rapidly in that region. Going by that logic, plain areas would be low frequency content. Going by this definition, a low pass filter would try to smoothen the edges.

A simple way to build a low pass filter is by uniformly averaging the values in the neighborhood of a pixel. We can ...

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Publisher Resources

ISBN: 9781787125490Purchase Link