remove unwanted elements from color image

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Hi, I want to remove unwanted small elements from color image (roughly highlighted in attached image). How can I do that?
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Rik
Rik 2017-12-12
What have you tried? And what should they be replaced with? Wouldn't it be easier to just exclude them from a mask you are using to further analyse the image?

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