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If you are performing colocalization with noisy images you may want to try this method of correcting for image quality. Replicate Based Noise Corrected Correlation (NBRCC) method by
J. ADLER S. N. PAGAKIS I. PARMRYD (2008) J Microscopy 230; 121-133