remove unwanted elements from color image

Hi, I want to remove unwanted small elements from color image (roughly highlighted in attached image). How can I do that?

[Rik]

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?