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
相关论文
共 50 条
  • [31] Defining Schwann cell - T cell interactions in inflammatory neuropathies by nanoscale FIB-SEM 3D imaging
    Liebig, K. C.
    Szepanowski, F.
    Mausberg, A. K.
    Hasenberg, M.
    Kleinschnitz, C.
    Stettner, M.
    GLIA, 2023, 71 : E821 - E821
  • [32] Correlated SEM, FIB-SEM, TEM, and NanoSIMS Imaging of Microbes from the Hindgut of a Lower Termite: Methods for In Situ Functional and Ecological Studies of Uncultivable Microbes
    Carpenter, Kevin J.
    Weber, Peter K.
    Davisson, M. Lee
    Pett-Ridge, Jennifer
    Haverty, Michael I.
    Keeling, Patrick J.
    MICROSCOPY AND MICROANALYSIS, 2013, 19 (06) : 1490 - 1501
  • [33] Super-resolution for asymmetric resolution of FIB-SEM 3D imaging using AI with deep learning
    Hagita, Katsumi
    Higuchi, Takeshi
    Jinnai, Hiroshi
    SCIENTIFIC REPORTS, 2018, 8
  • [34] The 3D imaging and metrology of CMSX-4 superalloy microstructure using FIB-SEM tomography method
    Kruk, Adam
    Dubiel, Beata
    Czyrska-Filemonowicz, Aleksandra
    STEREOLOGY AND IMAGE ANALYSIS IN MATERIAL SCIENCE, 2013, 197 : 89 - +
  • [35] Super-resolution for asymmetric resolution of FIB-SEM 3D imaging using AI with deep learning
    Katsumi Hagita
    Takeshi Higuchi
    Hiroshi Jinnai
    Scientific Reports, 8
  • [36] Direct Observation of Liquid Crystals Using Cryo-TEM: Specimen Preparation and Low-Dose Imaging
    Gao, Min
    Kim, Young-Ki
    Zhang, Cuiyu
    Borshch, Volodymyr
    Zhou, Shuang
    Park, Heung-Shik
    Jakli, Antal
    Lavrentovich, Oleg D.
    Tamba, Maria-Gabriela
    Kohlmeier, Alexandra
    Mehl, Georg H.
    Weissflog, Wolfgang
    Studer, Daniel
    Zuber, Benoit
    Gnaegi, Helmut
    Lin, Fang
    MICROSCOPY RESEARCH AND TECHNIQUE, 2014, 77 (10) : 754 - 772
  • [37] Low-Dose Hybrid CAD Imaging
    不详
    JOURNAL OF NUCLEAR MEDICINE, 2010, 51 (11) : 22N - 23N
  • [38] Low-dose molecular breast imaging
    O'Connor, M. K.
    Hruska, C. B.
    Rhodes, D. J.
    Weinmann, A. L.
    Tortorelli, C. L.
    Maxwell, R.
    Conners, A. L.
    JOURNAL OF NUCLEAR MEDICINE, 2011, 52 (04) : 670 - 670
  • [39] Zebrafish skeleton development: High resolution micro-CT and FIB-SEM block surface serial imaging for phenotype identification
    Silvent, Jeremie
    Akiva, Anat
    Brumfeld, Vlad
    Reznikov, Natalie
    Rechav, Katya
    Yaniv, Karina
    Addadi, Lia
    Weiner, Steve
    PLOS ONE, 2017, 12 (12):
  • [40] Application of Fast Laser Deprocessing Techniques on large cross-sectional view area sample with FIB-SEM dual beam system
    Zhao, Y. Z.
    Wang, Q. J.
    Tan, P. K.
    Yap, H. H.
    Liu, B. H.
    Feng, H.
    Tan, H.
    He, R.
    Huang, Y. M.
    Wang, D. D.
    Zhu, L.
    Chen, C. Q.
    Rivai, F.
    Lam, J.
    Mai, Z. H.
    MICROELECTRONICS RELIABILITY, 2016, 64 : 362 - 366