In this work, based on fluorescence blinking and blench microscope systems, we proposed a super-resolution method based on auto-correlation two-step deconvolution (SACD) to enhance the temporal resolution at lower signal intensity levels, utilizing LR deconvolution as two separated steps and combining with the multi-plan auto-correlation (MPAC). In this SACD model, the time-varying fluorescence intensity images can be analyzed and produce super-resolution images under insufficient frames involved or the sparse photons level. By using three typical datasets, i.e., the simulated fluctuation data, the experimental fluctuation data, and high density SMLM data, we demonstrate the accuracy and the effectiveness of our proposed SACD model. Our SACD and conventional methods are also compared in details and the reconstructions substantially outperform these current algorithms.
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