Indexing electron backscatter diffraction patterns with a refined template matching approach

Research output: Contribution to journalArticlepeer-review

Standard

Indexing electron backscatter diffraction patterns with a refined template matching approach. / Foden, Alex; Collins, David; Wilkinson, Angus; Britton, Ben.

In: Ultramicroscopy, Vol. 207, 112845, 01.12.2019.

Research output: Contribution to journalArticlepeer-review

Harvard

APA

Vancouver

Author

Bibtex

@article{58159510515143c1bd5d981a50b998d9,
title = "Indexing electron backscatter diffraction patterns with a refined template matching approach",
abstract = "Electron backscatter diffraction (EBSD) is a well-established method of characterisation for crystalline materials. Using this technique, we can rapidly acquire and index diffraction patterns to provide phase and orientation information about the crystals on the material surface. The conventional analysis method uses signal processing based on a Hough/Radon transform to index each diffraction pattern. This method is limited to the analysis of simple geometric features and ignores subtle characteristics of diffraction patterns, such as variations in relative band intensities. A second method, developed to address the shortcomings of the Hough/Radon transform, is based on template matching of a test experimental pattern with a large library of potential patterns. In the present work, the template matching approach has been refined with a new cross correlation function that allows for a smaller library and enables a dramatic speed up in pattern indexing. Refinement of the indexed orientation is performed with a follow-up step to allow for small alterations to the best match from the library search. The refined template matching approach is shown to be comparable in accuracy, precision and sensitivity to the Hough based method, even exceeding it in some cases, via the use of simulations and experimental data collected from a silicon single crystal and a deformed α-iron sample. The speed up and pattern refinement approaches should increase the widespread utility of pattern matching approaches.",
keywords = "Electron microscopy, Computer vision, Image processing",
author = "Alex Foden and David Collins and Angus Wilkinson and Ben Britton",
year = "2019",
month = dec,
day = "1",
doi = "10.1016/j.ultramic.2019.112845",
language = "English",
volume = "207",
journal = "Ultramicroscopy",
issn = "0304-3991",
publisher = "Elsevier",

}

RIS

TY - JOUR

T1 - Indexing electron backscatter diffraction patterns with a refined template matching approach

AU - Foden, Alex

AU - Collins, David

AU - Wilkinson, Angus

AU - Britton, Ben

PY - 2019/12/1

Y1 - 2019/12/1

N2 - Electron backscatter diffraction (EBSD) is a well-established method of characterisation for crystalline materials. Using this technique, we can rapidly acquire and index diffraction patterns to provide phase and orientation information about the crystals on the material surface. The conventional analysis method uses signal processing based on a Hough/Radon transform to index each diffraction pattern. This method is limited to the analysis of simple geometric features and ignores subtle characteristics of diffraction patterns, such as variations in relative band intensities. A second method, developed to address the shortcomings of the Hough/Radon transform, is based on template matching of a test experimental pattern with a large library of potential patterns. In the present work, the template matching approach has been refined with a new cross correlation function that allows for a smaller library and enables a dramatic speed up in pattern indexing. Refinement of the indexed orientation is performed with a follow-up step to allow for small alterations to the best match from the library search. The refined template matching approach is shown to be comparable in accuracy, precision and sensitivity to the Hough based method, even exceeding it in some cases, via the use of simulations and experimental data collected from a silicon single crystal and a deformed α-iron sample. The speed up and pattern refinement approaches should increase the widespread utility of pattern matching approaches.

AB - Electron backscatter diffraction (EBSD) is a well-established method of characterisation for crystalline materials. Using this technique, we can rapidly acquire and index diffraction patterns to provide phase and orientation information about the crystals on the material surface. The conventional analysis method uses signal processing based on a Hough/Radon transform to index each diffraction pattern. This method is limited to the analysis of simple geometric features and ignores subtle characteristics of diffraction patterns, such as variations in relative band intensities. A second method, developed to address the shortcomings of the Hough/Radon transform, is based on template matching of a test experimental pattern with a large library of potential patterns. In the present work, the template matching approach has been refined with a new cross correlation function that allows for a smaller library and enables a dramatic speed up in pattern indexing. Refinement of the indexed orientation is performed with a follow-up step to allow for small alterations to the best match from the library search. The refined template matching approach is shown to be comparable in accuracy, precision and sensitivity to the Hough based method, even exceeding it in some cases, via the use of simulations and experimental data collected from a silicon single crystal and a deformed α-iron sample. The speed up and pattern refinement approaches should increase the widespread utility of pattern matching approaches.

KW - Electron microscopy

KW - Computer vision

KW - Image processing

U2 - 10.1016/j.ultramic.2019.112845

DO - 10.1016/j.ultramic.2019.112845

M3 - Article

VL - 207

JO - Ultramicroscopy

JF - Ultramicroscopy

SN - 0304-3991

M1 - 112845

ER -