What is the best filter to remove Speckle noise?

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soni 2015-4-4

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https://ww2.mathworks.cn/matlabcentral/answers/196097-what-is-the-best-filter-to-remove-speckle-noise

评论： Jack Lin 2018-6-20

Hi,

I inserted Speckle noise to a grey-scaled image and now want to remove it by filtering .

Can you please suggest any good filters that would reduce Speckle noise in an image ?

Thanks

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Anvesh Athmakuri 2017-6-9

编辑：Anvesh Athmakuri 2017-6-9

use median filter

Image Analyst 2017-6-10

Well, now, such a simplistic statement is going to require some explanation. First of all, "speckle noise" is a specific type of noise with a specific distribution function. It's not just any old noise. It's not the same as additive white Gaussian noise, salt and pepper noise, 1/f noise, Poisson noise, etc. There are two types of speckle noise that I'm aware of. One is speckle noise introduced by the atmosphere, and for that Knox-Thompson (and improvements based on it) like I suggested in my answer are the way to do. The other is the "noise" of laser speckle, and there are algorithms to smooth that pattern out based on the inverse exponential distribution function of that. Sometime people incorrectly call noise "speckle" in a generic sense, like to describe film grain noise, additive white Gaussian Noise, noise introduced by over-ambitious camera enhancements, slat and pepper noise, etc. For some of those a median filter is a decent way to reduce noise, though maybe not in the best way. For salt and pepper noise, you can use a modified median filter where you don't filter the whole image, which can introduce blurring even with a median filter, but find the noise first and replace the noise ONLY with the median filtered value. I'm attaching demos for that. Finally there are a number of really good noise reduction methods out there but they're more complicated, like BM3D, non-local means, KSVD, etc. See this paper for a thorough overview by one of the leading image noise professors: https://users.soe.ucsc.edu/~milanfar/publications/journal/ModernTour.pdf

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