I am wondering to how to filter bright dots from background noise. I have used gradient filter in mathematica but it doesnt help, is anyway I can plot Intensity versus background noise with threshold control or filter it better way.

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We could do with ground truth data to assess the result. Is this acceptable as a first step?
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MinFilter[img, 5]give something acceptable? – kguler Jan 25 at 8:50