The Potential of Subsampling and Inpainting for Fast Low-Dose Cryo FIB-SEM Imaging

被引:0
|
作者
Nicholls, Daniel [1 ,2 ]
Kobylynska, Maryna [3 ,4 ]
Broad, Zoe [1 ]
Wells, Jack [5 ]
Robinson, Alex [1 ,2 ]
Mcgrouther, Damien [6 ]
Moshtaghpour, Amirafshar [1 ,7 ]
Kirkland, Angus, I [7 ,8 ]
Fleck, Roland A. [3 ,4 ]
Browning, Nigel D. [1 ,2 ]
机构
[1] Univ Liverpool, Dept Mech Mat & Aerosp Engn, Liverpool L69 3BX, England
[2] SenseAI Innovat Ltd, Liverpool L69 3BX, England
[3] Kings Coll London, Ctr Ultrastruct Imaging, London WC2R 2LS, England
[4] Kings Coll London, Randall Ctr Cell & Mol Biophys, London WC2R 2LS, England
[5] Univ Liverpool, Distributed Algorithms Ctr Doctoral Training, Liverpool L69 3BX, England
[6] JEOL UK Ltd, Welwyn Garden City AL7 1LT, England
[7] Rosalind Franklin Inst, Correlated Imaging Grp, Didcot OX1 10QS, England
[8] Univ Oxford, Dept Mat, Oxford OX2 6NN, England
关键词
cryo FIB-SEM tomography; inpainting; low-dose electron microscopy; subsampling;
D O I
10.1093/micmic/ozae005
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Traditional image acquisition for cryo focused ion-beam scanning electron microscopy (FIB-SEM) tomography often sees thousands of images being captured over a period of many hours, with immense data sets being produced. When imaging beam sensitive materials, these images are often compromised by additional constraints related to beam damage and the devitrification of the material during imaging, which renders data acquisition both costly and unreliable. Subsampling and inpainting are proposed as solutions for both of these aspects, allowing fast and low-dose imaging to take place in the Focused ion-beam scanning electron microscopy FIB-SEM without an appreciable loss in image quality. In this work, experimental data are presented which validate subsampling and inpainting as a useful tool for convenient and reliable data acquisition in a FIB-SEM, with new methods of handling three-dimensional data being employed in the context of dictionary learning and inpainting algorithms using a newly developed microscope control software and data recovery algorithm.
引用
收藏
页码:96 / 102
页数:7
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