OpenCV 3 Computer Vision with Python Cookbook
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Removing noise using Gaussian, median, and bilateral filters

All real images are noisy. Noise not only spoils the appearance of the image but also it makes harder for your algorithms to handle them as input. In this recipe, we consider how to get rid of noise or dramatically decrease it.