GENFIRE: A generalized Fourier iterative reconstruction algorithm for high-resolution 3D imaging
Abstract
Tomography has made a radical impact on diverse fields ranging from the study of 3D atomic arrangements in matter to the study of human health in medicine. Despite its very diverse applications, the core of tomography remains the same, that is, a mathematical method must be implemented to reconstruct the 3D structure of an object from a number of 2D projections. Here, we present the mathematical implementation of a tomographic algorithm, termed GENeralized Fourier Iterative REconstruction (GENFIRE), for high-resolution 3D reconstruction from a limited number of 2D projections. GENFIRE first assembles a 3D Fourier grid with oversampling and then iterates between real and reciprocal space to search for a global solution that is concurrently consistent with the measured data and general physical constraints. The algorithm requires minimal human intervention and also incorporates angular refinement to reduce the tilt angle error. We demonstrate that GENFIRE can produce superior results relative to several other popular tomographic reconstruction techniques through numerical simulations and by experimentally reconstructing the 3D structure of a porous material and a frozen-hydrated marine cyanobacterium. As a result, equipped with a graphical user interface, GENFIRE is freely available from our website and is expected to find broad applications across differentmore »
- Authors:
-
- Univ. of California, Los Angeles, CA (United States)
- Univ. of California, Los Angeles, CA (United States); UCLA-DOE Institute for Genomics and Proteomics, Los Angeles, CA (United States)
- Univ. of California, Los Angeles, CA (United States); CNRS-Univ. de Strasbourg, Strasbourg (France)
- Stanford Univ., Stanford, CA (United States)
- UCLA-DOE Institute for Genomics and Proteomics, Los Angeles, CA (United States)
- Publication Date:
- Research Org.:
- SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States)
- Sponsoring Org.:
- USDOE
- OSTI Identifier:
- 1394084
- Grant/Contract Number:
- AC02-76SF00515
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Scientific Reports
- Additional Journal Information:
- Journal Volume: 7; Journal Issue: 1; Journal ID: ISSN 2045-2322
- Publisher:
- Nature Publishing Group
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 36 MATERIALS SCIENCE; 97 MATHEMATICS AND COMPUTING; Applied physics; Imaging techniques; Nanoscale materials
Citation Formats
Pryor, Alan, Yang, Yongsoo, Rana, Arjun, Gallagher-Jones, Marcus, Zhou, Jihan, Lo, Yuan Hung, Melinte, Georgian, Chiu, Wah, Rodriguez, Jose A., and Miao, Jianwei. GENFIRE: A generalized Fourier iterative reconstruction algorithm for high-resolution 3D imaging. United States: N. p., 2017.
Web. doi:10.1038/s41598-017-09847-1.
Pryor, Alan, Yang, Yongsoo, Rana, Arjun, Gallagher-Jones, Marcus, Zhou, Jihan, Lo, Yuan Hung, Melinte, Georgian, Chiu, Wah, Rodriguez, Jose A., & Miao, Jianwei. GENFIRE: A generalized Fourier iterative reconstruction algorithm for high-resolution 3D imaging. United States. https://doi.org/10.1038/s41598-017-09847-1
Pryor, Alan, Yang, Yongsoo, Rana, Arjun, Gallagher-Jones, Marcus, Zhou, Jihan, Lo, Yuan Hung, Melinte, Georgian, Chiu, Wah, Rodriguez, Jose A., and Miao, Jianwei. Tue .
"GENFIRE: A generalized Fourier iterative reconstruction algorithm for high-resolution 3D imaging". United States. https://doi.org/10.1038/s41598-017-09847-1. https://www.osti.gov/servlets/purl/1394084.
@article{osti_1394084,
title = {GENFIRE: A generalized Fourier iterative reconstruction algorithm for high-resolution 3D imaging},
author = {Pryor, Alan and Yang, Yongsoo and Rana, Arjun and Gallagher-Jones, Marcus and Zhou, Jihan and Lo, Yuan Hung and Melinte, Georgian and Chiu, Wah and Rodriguez, Jose A. and Miao, Jianwei},
abstractNote = {Tomography has made a radical impact on diverse fields ranging from the study of 3D atomic arrangements in matter to the study of human health in medicine. Despite its very diverse applications, the core of tomography remains the same, that is, a mathematical method must be implemented to reconstruct the 3D structure of an object from a number of 2D projections. Here, we present the mathematical implementation of a tomographic algorithm, termed GENeralized Fourier Iterative REconstruction (GENFIRE), for high-resolution 3D reconstruction from a limited number of 2D projections. GENFIRE first assembles a 3D Fourier grid with oversampling and then iterates between real and reciprocal space to search for a global solution that is concurrently consistent with the measured data and general physical constraints. The algorithm requires minimal human intervention and also incorporates angular refinement to reduce the tilt angle error. We demonstrate that GENFIRE can produce superior results relative to several other popular tomographic reconstruction techniques through numerical simulations and by experimentally reconstructing the 3D structure of a porous material and a frozen-hydrated marine cyanobacterium. As a result, equipped with a graphical user interface, GENFIRE is freely available from our website and is expected to find broad applications across different disciplines.},
doi = {10.1038/s41598-017-09847-1},
journal = {Scientific Reports},
number = 1,
volume = 7,
place = {United States},
year = {Tue Sep 05 00:00:00 EDT 2017},
month = {Tue Sep 05 00:00:00 EDT 2017}
}
Web of Science
Works referenced in this record:
Three-dimensional coordinates of individual atoms in materials revealed by electron tomography
journal, September 2015
- Xu, Rui; Chen, Chien-Chun; Wu, Li
- Nature Materials, Vol. 14, Issue 11
High-resolution, low-dose phase contrast X-ray tomography for 3D diagnosis of human breast cancers
journal, October 2012
- Zhao, Y.; Brun, E.; Coan, P.
- Proceedings of the National Academy of Sciences, Vol. 109, Issue 45
Electron tomography at 2.4-ångström resolution
journal, March 2012
- Scott, M. C.; Chen, Chien-Chun; Mecklenburg, Matthew
- Nature, Vol. 483, Issue 7390
STRUCTURAL STUDIES BY ELECTRON TOMOGRAPHY: From Cells to Molecules
journal, June 2005
- Lučić, Vladan; Förster, Friedrich; Baumeister, Wolfgang
- Annual Review of Biochemistry, Vol. 74, Issue 1
Extending the methodology of X-ray crystallography to allow imaging of micrometre-sized non-crystalline specimens
journal, July 1999
- Miao, Jianwei; Charalambous, Pambos; Kirz, Janos
- Nature, Vol. 400, Issue 6742
Phase retrieval and differential phase-contrast imaging with low-brilliance X-ray sources
journal, March 2006
- Pfeiffer, Franz; Weitkamp, Timm; Bunk, Oliver
- Nature Physics, Vol. 2, Issue 4, p. 258-261
The Three-Dimensional Morphology of Growing Dendrites
journal, July 2015
- Gibbs, J. W.; Mohan, K. A.; Gulsoy, E. B.
- Scientific Reports, Vol. 5, Issue 1
Beyond crystallography: Diffractive imaging using coherent x-ray light sources
journal, April 2015
- Miao, J.; Ishikawa, T.; Robinson, I. K.
- Science, Vol. 348, Issue 6234
Unravelling biological macromolecules with cryo-electron microscopy
journal, September 2016
- Fernandez-Leiro, Rafael; Scheres, Sjors H. W.
- Nature, Vol. 537, Issue 7620
Nonlinear total variation based noise removal algorithms
journal, November 1992
- Rudin, Leonid I.; Osher, Stanley; Fatemi, Emad
- Physica D: Nonlinear Phenomena, Vol. 60, Issue 1-4
Image Denoising by Sparse 3-D Transform-Domain Collaborative Filtering
journal, August 2007
- Dabov, Kostadin; Foi, Alessandro; Katkovnik, Vladimir
- IEEE Transactions on Image Processing, Vol. 16, Issue 8
Compressed sensing
journal, April 2006
- Donoho, D. L.
- IEEE Transactions on Information Theory, Vol. 52, Issue 4
Deciphering chemical order/disorder and material properties at the single-atom level
journal, February 2017
- Yang, Yongsoo; Chen, Chien-Chun; Scott, M. C.
- Nature, Vol. 542, Issue 7639
Three-dimensional imaging of dislocations in a nanoparticle at atomic resolution
journal, March 2013
- Chen, Chien-Chun; Zhu, Chun; White, Edward R.
- Nature, Vol. 496, Issue 7443
Three-dimensional structure determination from a single view
journal, December 2009
- Raines, Kevin S.; Salha, Sara; Sandberg, Richard L.
- Nature, Vol. 463, Issue 7278
Visualizing virus assembly intermediates inside marine cyanobacteria
journal, October 2013
- Dai, Wei; Fu, Caroline; Raytcheva, Desislava
- Nature, Vol. 502, Issue 7473
A two-dimensional interpolation function for irregularly-spaced data
conference, January 1968
- Shepard, Donald
- Proceedings of the 1968 23rd ACM national conference on -
Atomic electron tomography: 3D structures without crystals
journal, September 2016
- Miao, J.; Ercius, P.; Billinge, S. J. L.
- Science, Vol. 353, Issue 6306
Phase–contrast X–ray computed tomography for observing biological soft tissues
journal, April 1996
- Momose, Atsushi; Takeda, Tohoru; Itai, Yuji
- Nature Medicine, Vol. 2, Issue 4
Single-Particle Cryo-EM at Crystallographic Resolution
journal, April 2015
- Cheng, Yifan
- Cell, Vol. 161, Issue 3
The development of cryo-EM into a mainstream structural biology technique
journal, December 2015
- Nogales, Eva
- Nature Methods, Vol. 13, Issue 1
Low-dose x-ray phase-contrast and absorption CT using equally sloped tomography
journal, August 2010
- Fahimian, Benjamin P.; Mao, Yu; Cloetens, Peter
- Physics in Medicine and Biology, Vol. 55, Issue 18
Quantitative 3D imaging of whole, unstained cells by using X-ray diffraction microscopy
journal, June 2010
- Jiang, H.; Song, C.; Chen, C. -C.
- Proceedings of the National Academy of Sciences, Vol. 107, Issue 25
Measuring Lattice Strain in Three Dimensions through Electron Microscopy
journal, September 2015
- Goris, Bart; De Beenhouwer, Jan; De Backer, Annick
- Nano Letters, Vol. 15, Issue 10
On possible extensions of X-ray crystallography through diffraction-pattern oversampling
journal, November 2000
- Miao, J.; Sayre, D.
- Acta Crystallographica Section A Foundations of Crystallography, Vol. 56, Issue 6
Dual-Axis Tomography: An Approach with Alignment Methods That Preserve Resolution
journal, December 1997
- Mastronarde, David N.
- Journal of Structural Biology, Vol. 120, Issue 3
Three-dimensional imaging of chemical phase transformations at the nanoscale with full-field transmission X-ray microscopy
journal, July 2011
- Meirer, Florian; Cabana, Jordi; Liu, Yijin
- Journal of Synchrotron Radiation, Vol. 18, Issue 5
Algebraic Reconstruction Techniques (ART) for three-dimensional electron microscopy and X-ray photography
journal, December 1970
- Gordon, Richard; Bender, Robert; Herman, Gabor T.
- Journal of Theoretical Biology, Vol. 29, Issue 3
Mo-Si-B Alloys for Ultrahigh-Temperature Structural Applications
journal, June 2012
- Lemberg, J. A.; Ritchie, R. O.
- Advanced Materials, Vol. 24, Issue 26
Phase retrieval from the magnitude of the Fourier transforms of nonperiodic objects
journal, January 1998
- Miao, J.; Sayre, D.; Chapman, H. N.
- Journal of the Optical Society of America A, Vol. 15, Issue 6
Metrics for 3D Rotations: Comparison and Analysis
journal, June 2009
- Huynh, Du Q.
- Journal of Mathematical Imaging and Vision, Vol. 35, Issue 2
Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information
journal, February 2006
- Candes, E.J.; Romberg, J.; Tao, T.
- IEEE Transactions on Information Theory, Vol. 52, Issue 2, p. 489-509
Phase-contrast zoom tomography reveals precise locations of macrophages in mouse lungs
journal, May 2015
- Krenkel, Martin; Markus, Andrea; Bartels, Matthias
- Scientific Reports, Vol. 5, Issue 1
Structure of -galactosidase at 3.2-A resolution obtained by cryo-electron microscopy
journal, July 2014
- Bartesaghi, A.; Matthies, D.; Banerjee, S.
- Proceedings of the National Academy of Sciences, Vol. 111, Issue 32
Iterative methods for the three-dimensional reconstruction of an object from projections
journal, July 1972
- Gilbert, Peter
- Journal of Theoretical Biology, Vol. 36, Issue 1
Radiation dose reduction and image enhancement in biological imaging through equally-sloped tomography
journal, November 2008
- Lee, Edwin; Fahimian, Benjamin P.; Iancu, Cristina V.
- Journal of Structural Biology, Vol. 164, Issue 2
Ptychographic X-ray computed tomography at the nanoscale
journal, September 2010
- Dierolf, Martin; Menzel, Andreas; Thibault, Pierre
- Nature, Vol. 467, Issue 7314
Three-Dimensional Core Shell Structure Revealed by X-Ray Diffraction Microscopy
journal, November 2006
- Miao, Jianwei; Chen, Chien-Chun; Song, Changyong
- Physical Review Letters, Vol. 97, Issue 21
Tomo3D 2.0 – Exploitation of Advanced Vector eXtensions (AVX) for 3D reconstruction
journal, February 2015
- Agulleiro, Jose-Ignacio; Fernandez, Jose-Jesus
- Journal of Structural Biology, Vol. 189, Issue 2
Formation of bimetallic clusters in superfluid helium nanodroplets analysed by atomic resolution electron tomography
journal, October 2015
- Haberfehlner, Georg; Thaler, Philipp; Knez, Daniel
- Nature Communications, Vol. 6, Issue 1
Imaging cellular architecture with X-rays
journal, October 2010
- Larabell, Carolyn A.; Nugent, Keith A.
- Current Opinion in Structural Biology, Vol. 20, Issue 5
Transient oxidation of Mo–Si–B alloys: Effect of the microstructure size scale
journal, September 2009
- Rioult, F. A.; Imhoff, S. D.; Sakidja, R.
- Acta Materialia, Vol. 57, Issue 15
Three-Dimensional Electron Microscopy of Macromolecular Assemblies
book, January 2006
- Frank, Joachim
- Oxford University Press
Compressed sensing electron tomography
journal, August 2013
- Leary, Rowan; Saghi, Zineb; Midgley, Paul A.
- Ultramicroscopy, Vol. 131
A new view into prokaryotic cell biology from electron cryotomography
journal, February 2016
- Oikonomou, Catherine M.; Chang, Yi-Wei; Jensen, Grant J.
- Nature Reviews Microbiology, Vol. 14, Issue 4
Simultaneous Algebraic Reconstruction Technique (SART): A Superior Implementation of the Art Algorithm
journal, January 1984
- Andersen, A. H.; Kak, A. C.
- Ultrasonic Imaging, Vol. 6, Issue 1
Fundamentals of Computerized Tomography
book, January 2009
- Herman, Gabor T.
- Advances in Pattern Recognition
High-resolution non-destructive three-dimensional imaging of integrated circuits
journal, March 2017
- Holler, Mirko; Guizar-Sicairos, Manuel; Tsai, Esther H. R.
- Nature, Vol. 543, Issue 7645
Principles of Computerized Tomographic Imaging
book, January 2001
- Kak, Avinash C.; Slaney, Malcolm
- Classics in Applied Mathematics
Three-Dimensional Visualization of a Human Chromosome Using Coherent X-Ray Diffraction
journal, January 2009
- Nishino, Yoshinori; Takahashi, Yukio; Imamoto, Naoko
- Physical Review Letters, Vol. 102, Issue 1
Three-Dimensional Coherent X-Ray Diffraction Imaging of Molten Iron in Mantle Olivine at Nanoscale Resolution
journal, May 2013
- Jiang, Huaidong; Xu, Rui; Chen, Chien-Chun
- Physical Review Letters, Vol. 110, Issue 20
Equally sloped tomography with oversampling reconstruction
journal, August 2005
- Miao, Jianwei; Förster, Friedrich; Levi, Ofer
- Physical Review B, Vol. 72, Issue 5
Radiation dose reduction in medical x-ray CT via Fourier-based iterative reconstruction: Dose reduction in CT via Fourier-Based Iterative Reconstruction
journal, February 2013
- Fahimian, Benjamin P.; Zhao, Yunzhe; Huang, Zhifeng
- Medical Physics, Vol. 40, Issue 3
Experimental demonstration of novel beam characterization using a polarizable X-band transverse deflection structure
journal, February 2021
- Marchetti, B.; Grudiev, A.; Craievich, P.
- Scientific Reports, Vol. 11, Issue 1
Three-dimensional structure determination from a single view
text, January 2009
- Raines, Kevin S.; Salha, Sara; Sandberg, Richard L.
- arXiv
Robust Uncertainty Principles: Exact Signal Reconstruction from Highly Incomplete Frequency Information
preprint, January 2004
- Candes, Emmanuel; Romberg, Justin; Tao, Terence
- arXiv
Algebraic Reconstruction Techniques (ART) for three-dimensional electron microscopy and X-ray photography
journal, December 1970
- Gordon, Richard; Bender, Robert; Herman, Gabor T.
- Journal of Theoretical Biology, Vol. 29, Issue 3
Iterative methods for the three-dimensional reconstruction of an object from projections
journal, July 1972
- Gilbert, Peter
- Journal of Theoretical Biology, Vol. 36, Issue 1
An overview of convex projections theory and its application to image recovery problems
journal, January 1992
- Sezan, M. Ibrahim
- Ultramicroscopy, Vol. 40, Issue 1
Ab initio phase determination and phase extension using non-crystallographic symmetry
journal, October 1995
- Rossmann, Michael G.
- Current Opinion in Structural Biology, Vol. 5, Issue 5
Transient oxidation of Mo–Si–B alloys: Effect of the microstructure size scale
journal, September 2009
- Rioult, F. A.; Imhoff, S. D.; Sakidja, R.
- Acta Materialia, Vol. 57, Issue 15
Single-Particle Cryo-EM at Crystallographic Resolution
journal, April 2015
- Cheng, Yifan
- Cell, Vol. 161, Issue 3
Radiation dose reduction and image enhancement in biological imaging through equally-sloped tomography
journal, November 2008
- Lee, Edwin; Fahimian, Benjamin P.; Iancu, Cristina V.
- Journal of Structural Biology, Vol. 164, Issue 2
Imaging cellular architecture with X-rays
journal, October 2010
- Larabell, Carolyn A.; Nugent, Keith A.
- Current Opinion in Structural Biology, Vol. 20, Issue 5
Compressed sensing electron tomography
journal, August 2013
- Leary, Rowan; Saghi, Zineb; Midgley, Paul A.
- Ultramicroscopy, Vol. 131
Extending the methodology of X-ray crystallography to allow imaging of micrometre-sized non-crystalline specimens
journal, July 1999
- Miao, Jianwei; Charalambous, Pambos; Kirz, Janos
- Nature, Vol. 400, Issue 6742
Three-dimensional structure determination from a single view
journal, December 2009
- Raines, Kevin S.; Salha, Sara; Sandberg, Richard L.
- Nature, Vol. 463, Issue 7278
Ptychographic X-ray computed tomography at the nanoscale
journal, September 2010
- Dierolf, Martin; Menzel, Andreas; Thibault, Pierre
- Nature, Vol. 467, Issue 7314
Electron tomography at 2.4-ångström resolution
journal, March 2012
- Scott, M. C.; Chen, Chien-Chun; Mecklenburg, Matthew
- Nature, Vol. 483, Issue 7390
Three-dimensional imaging of dislocations in a nanoparticle at atomic resolution
journal, March 2013
- Chen, Chien-Chun; Zhu, Chun; White, Edward R.
- Nature, Vol. 496, Issue 7443
Visualizing virus assembly intermediates inside marine cyanobacteria
journal, October 2013
- Dai, Wei; Fu, Caroline; Raytcheva, Desislava
- Nature, Vol. 502, Issue 7473
Deciphering chemical order/disorder and material properties at the single-atom level
journal, February 2017
- Yang, Yongsoo; Chen, Chien-Chun; Scott, M. C.
- Nature, Vol. 542, Issue 7639
Formation of bimetallic clusters in superfluid helium nanodroplets analysed by atomic resolution electron tomography
journal, October 2015
- Haberfehlner, Georg; Thaler, Philipp; Knez, Daniel
- Nature Communications, Vol. 6, Issue 1
Phase–contrast X–ray computed tomography for observing biological soft tissues
journal, April 1996
- Momose, Atsushi; Takeda, Tohoru; Itai, Yuji
- Nature Medicine, Vol. 2, Issue 4
Phase retrieval and differential phase-contrast imaging with low-brilliance X-ray sources
journal, March 2006
- Pfeiffer, Franz; Weitkamp, Timm; Bunk, Oliver
- Nature Physics, Vol. 2, Issue 4, p. 258-261
Quantitative 3D imaging of whole, unstained cells by using X-ray diffraction microscopy
journal, June 2010
- Jiang, H.; Song, C.; Chen, C. -C.
- Proceedings of the National Academy of Sciences, Vol. 107, Issue 25
High-resolution, low-dose phase contrast X-ray tomography for 3D diagnosis of human breast cancers
journal, October 2012
- Zhao, Y.; Brun, E.; Coan, P.
- Proceedings of the National Academy of Sciences, Vol. 109, Issue 45
Structure of -galactosidase at 3.2-A resolution obtained by cryo-electron microscopy
journal, July 2014
- Bartesaghi, A.; Matthies, D.; Banerjee, S.
- Proceedings of the National Academy of Sciences, Vol. 111, Issue 32
Comments on "Image Denoising by Sparse 3-D Transform-Domain Collaborative Filtering
journal, January 2011
- Yingkun Hou,
- IEEE Transactions on Image Processing, Vol. 20, Issue 1
Image Restoration by the Method of Convex Projections: Part 1ߞTheory
journal, October 1982
- Youla, D. C.; Webb, H.
- IEEE Transactions on Medical Imaging, Vol. 1, Issue 2
Fourier-based forward and back-projectors in iterative fan-beam tomographic image reconstruction
journal, May 2006
- O'Connor, Y. Z.; Fessler, J. A.
- IEEE Transactions on Medical Imaging, Vol. 25, Issue 5
Radiation dose reduction in medical x-ray CT via Fourier-based iterative reconstruction: Dose reduction in CT via Fourier-Based Iterative Reconstruction
journal, February 2013
- Fahimian, Benjamin P.; Zhao, Yunzhe; Huang, Zhifeng
- Medical Physics, Vol. 40, Issue 3
Beyond crystallography: Diffractive imaging using coherent x-ray light sources
journal, April 2015
- Miao, J.; Ishikawa, T.; Robinson, I. K.
- Science, Vol. 348, Issue 6234
STRUCTURAL STUDIES BY ELECTRON TOMOGRAPHY: From Cells to Molecules
journal, June 2005
- Lučić, Vladan; Förster, Friedrich; Baumeister, Wolfgang
- Annual Review of Biochemistry, Vol. 74, Issue 1
Simultaneous Algebraic Reconstruction Technique (SART): A Superior Implementation of the Art Algorithm
journal, January 1984
- Andersen, A. H.; Kak, A. C.
- Ultrasonic Imaging, Vol. 6, Issue 1
On some common compressive sensing recovery algorithms and applications - Review paper
preprint, January 2017
- Draganic, Andjela; Orovic, Irena; Stankovic, Srdjan
- arXiv
Works referencing / citing this record:
Three-dimensional structural dynamics of DNA origami Bennett linkages using individual-particle electron tomography
journal, February 2018
- Lei, Dongsheng; Marras, Alexander E.; Liu, Jianfang
- Nature Communications, Vol. 9, Issue 1
A molecular cross-linking approach for hybrid metal oxides
journal, March 2018
- Jung, Dahee; Saleh, Liban M. A.; Berkson, Zachariah J.
- Nature Materials, Vol. 17, Issue 4
Correlating the three-dimensional atomic defects and electronic properties of two-dimensional transition metal dichalcogenides
journal, March 2020
- Tian, Xuezeng; Kim, Dennis S.; Yang, Shize
- Nature Materials, Vol. 19, Issue 8
Observing crystal nucleation in four dimensions using atomic electron tomography
journal, June 2019
- Zhou, Jihan; Yang, Yongsoo; Yang, Yao
- Nature, Vol. 570, Issue 7762
Quantitative characterization of high temperature oxidation using electron tomography and energy-dispersive X-ray spectroscopy
journal, July 2018
- Zhou, Jihan; Taylor, Matthew; Melinte, Georgian A.
- Scientific Reports, Vol. 8, Issue 1
Single-Molecule 3D Images of “Hole-Hole” IgG1 Homodimers by Individual-Particle Electron Tomography
journal, June 2019
- Lei, Dongsheng; Liu, Jianfang; Liu, Hongbin
- Scientific Reports, Vol. 9, Issue 1
Multimodal x-ray and electron microscopy of the Allende meteorite
journal, September 2019
- Lo, Yuan Hung; Liao, Chen-Ting; Zhou, Jihan
- Science Advances, Vol. 5, Issue 9
A streaming multi-GPU implementation of image simulation algorithms for scanning transmission electron microscopy
journal, October 2017
- Pryor, Alan; Ophus, Colin; Miao, Jianwei
- Advanced Structural and Chemical Imaging, Vol. 3, Issue 1
Electron tomography for functional nanomaterials
journal, April 2020
- Hovden, Robert; Muller, David A.
- MRS Bulletin, Vol. 45, Issue 4
Atomic electron tomography in three and four dimensions
journal, April 2020
- Zhou, Jihan; Yang, Yongsoo; Ercius, Peter
- MRS Bulletin, Vol. 45, Issue 4
A Streaming Multi-GPU Implementation of Image Simulation Algorithms for Scanning Transmission Electron Microscopy
preprint, January 2017
- Pryor, Alan; Ophus, Colin; Miao, Jianwei
- arXiv
Quantitative characterization of high temperature oxidation using electron tomography and energy-dispersive X-ray spectroscopy
journal, July 2018
- Zhou, Jihan; Taylor, Matthew; Melinte, Georgian A.
- Scientific Reports, Vol. 8, Issue 1
Single-Molecule 3D Images of “Hole-Hole” IgG1 Homodimers by Individual-Particle Electron Tomography
journal, June 2019
- Lei, Dongsheng; Liu, Jianfang; Liu, Hongbin
- Scientific Reports, Vol. 9, Issue 1
Correlative 3D x-ray fluorescence and ptychographic tomography of frozen-hydrated green algae
journal, November 2018
- Deng, Junjing; Lo, Yuan Hung; Gallagher-Jones, Marcus
- Science Advances, Vol. 4, Issue 11
Multimodal x-ray and electron microscopy of the Allende meteorite
journal, September 2019
- Lo, Yuan Hung; Liao, Chen-Ting; Zhou, Jihan
- Science Advances, Vol. 5, Issue 9
A Streaming Multi-GPU Implementation of Image Simulation Algorithms for Scanning Transmission Electron Microscopy
preprint, January 2017
- Pryor, Alan; Ophus, Colin; Miao, Jianwei
- arXiv