Generalized recovery algorithm for 3D super-resolution microscopy using rotating point spread functions

被引:28
|
作者
Shuang, Bo [1 ]
Wang, Wenxiao [2 ]
Shen, Hao [1 ]
Tauzin, Lawrence J. [1 ]
Flatebo, Charlotte [1 ]
Chen, Jianbo [2 ]
Moringo, Nicholas A. [1 ]
Bishop, Logan D. C. [1 ]
Kelly, Kevin F. [2 ]
Landes, Christy F. [1 ,2 ]
机构
[1] Rice Univ, Dept Chem, POB 1892, Houston, TX 77251 USA
[2] Rice Univ, Dept Elect & Comp Engn, POB 1892, Houston, TX 77251 USA
来源
SCIENTIFIC REPORTS | 2016年 / 6卷
基金
美国国家科学基金会;
关键词
SINGLE-MOLECULE LOCALIZATION; 3-DIMENSIONAL SUPERRESOLUTION; PARTICLE TRACKING; FLUORESCENCE MICROSCOPY; DIFFRACTION-LIMIT; RECONSTRUCTION; DYNAMICS; ACCURATE; SPECTROSCOPY; DESORPTION;
D O I
10.1038/srep30826
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Super-resolution microscopy with phase masks is a promising technique for 3D imaging and tracking. Due to the complexity of the resultant point spread functions, generalized recovery algorithms are still missing. We introduce a 3D super-resolution recovery algorithm that works for a variety of phase masks generating 3D point spread functions. A fast deconvolution process generates initial guesses, which are further refined by least squares fitting. Overfitting is suppressed using a machine learning determined threshold. Preliminary results on experimental data show that our algorithm can be used to super-localize 3D adsorption events within a porous polymer film and is useful for evaluating potential phase masks. Finally, we demonstrate that parallel computation on graphics processing units can reduce the processing time required for 3D recovery. Simulations reveal that, through desktop parallelization, the ultimate limit of real-time processing is possible. Our program is the first open source recovery program for generalized 3D recovery using rotating point spread functions.
引用
收藏
页数:9
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