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Fast-Structured Illumination Microscopy Based on Dichotomy–Correlation Parameter Estimation (dCOR-SIM)

Jiaming Qian, Kailong Xu, Shijie Feng, Yongtao Liu, Haigang Ma, Qian Chen, Chao Zuo

2024ACS Photonics14 citationsDOI

Abstract

Structured illumination microscopy (SIM) has developed into one of the most significant super-resolution imaging techniques for studying the dynamics of live cells in the life sciences, thanks to the advantage of high photon efficiency. Usually, high-quality SIM super-resolution reconstruction presupposes accurate knowledge of the illumination parameters. However, the conventional iterative cross-correlation (COR) method requires cumbersome and time-consuming computations to realize reliable parameter estimation, posing a great challenge for fast, dynamic super-resolution imaging in complex scenes. In this letter, we propose an efficient and robust SIM algorithm based on dichotomy–correlation parameter estimation (dCOR-SIM), which significantly eliminates the iteration redundancy of conventional COR to enable low-complexity illumination parameter extraction while ensuring precision and noise immunity. Experiments demonstrate that dCOR-SIM can achieve high-accuracy parameter estimation with an efficiency ∼10 times better than conventional COR for fast, high-quality super-resolution reconstruction in complex experimental environments. We believe that dCOR-SIM, with its limited computational burden and robustness to noise, will facilitate fast, long-term live-cell super-resolution observations.

Topics & Concepts

Robustness (evolution)Computer scienceRedundancy (engineering)ComputationAlgorithmEstimation theoryComputational complexity theoryMicroscopyResolution (logic)Noise (video)Noise immunityImage qualityArtificial intelligenceOpticsImage (mathematics)PhysicsBiochemistryChemistryGeneTelecommunicationsOperating systemTransmission (telecommunications)Advanced Fluorescence Microscopy TechniquesImage Processing Techniques and ApplicationsDigital Holography and Microscopy