Abstract: Highlights•Microscopy noise has a Poisson–Gaussian distribution and is ruled by Poisson noise.•A shatter for breaking dependency and unsupervised loss on paired images are proposed.•M-Denoiser improves the quality of microscopy data and helps with downstream tasks.
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