2022
DOI: 10.1364/oe.451409
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Large depth-of-field fluorescence microscopy based on deep learning supported by Fresnel incoherent correlation holography

Abstract: Fluorescence microscopy plays an irreplaceable role in biomedicine. However, limited depth of field (DoF) of fluorescence microscopy is always an obstacle of image quality, especially when the sample is with an uneven surface or distributed in different depths. In this manuscript, we combine deep learning with Fresnel incoherent correlation holography to describe a method to obtain significant large DoF fluorescence microscopy. Firstly, the hologram is restored by the Auto-ASP method from out-of-focus to in-fo… Show more

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Cited by 20 publications
(6 citation statements)
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“…The diameter of the FL images increased from 12.3 to 29.2 μm as the Z increases from 8 to 30 μm (Table S6). These phenomena should be ascribed to the effect of the depth of the field on FL imaging . During the process of imaging of Ru1-PS@MB, Ru1-PS@MB is the object.…”
Section: Resultsmentioning
confidence: 99%
See 1 more Smart Citation
“…The diameter of the FL images increased from 12.3 to 29.2 μm as the Z increases from 8 to 30 μm (Table S6). These phenomena should be ascribed to the effect of the depth of the field on FL imaging . During the process of imaging of Ru1-PS@MB, Ru1-PS@MB is the object.…”
Section: Resultsmentioning
confidence: 99%
“…These phenomena should be ascribed to the effect of the depth of the field on FL imaging. 37 During the process of imaging of Ru1-PS@MB, Ru1-PS@MB is the object. The Ru1-PS@MB can be clearly recorded only if Ru1-PS@MB is located in the depth of field of the system (d s ).…”
Section: Fl Imagementioning
confidence: 99%
“…After many years of investigations into it, this technology has gained considerable attention, especially in fields like polarization optical imaging, [15][16][17] information encryption, [18,19] 3D displays, [20,21] low coherence imaging, [22,23] and fluorescence microscopic imaging. [24,25] In recent years, OAM holography has been proposed as a vital method for optical encryption in 2019. [26,27] By applying incident OAM beams and spatially sampling a target image, the reconstructed OAMpixelated holographic image can be generated to preserve the OAM property and realize OAM selectivity.…”
Section: Introductionmentioning
confidence: 99%
“…FINCH requires the simplest and compact optical configuration of the above three methods with a high field of view. Due to the above reasons, FINCH became an attractive imaging system [11][12][13][14][15] and moved successfully to industry as powerful 3D fluorescence microscopy products: FINCH TM and CINCH TM [16].…”
Section: Introductionmentioning
confidence: 99%