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Core Imaging Library-Part I: a versatile Python framework for tomographic imaging

delete2021-07-05
delete27
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OA
AI
J
Jakob Sauer Jørgensen *
E
Evelina Ametova
G
Genoveva Burca
G
Gemma Fardell
E
Evangelos Papoutsellis
E
Edoardo Pasca
K
Kris Thielemans
M
Martin Turner
R
Ryan Warr
W
William Lionheart
P
Philip J. Withers
DOI:10.1098/rsta.2020.0192delete
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摘要

摘要

En 中文
We present the Core Imaging Library (CIL), an open-source Python framework for tomographic imaging with particular emphasis on reconstruction of challenging datasets. Conventional filtered back-projection reconstruction tends to be insufficient for highly noisy, incomplete, non-standard or multi-channel data arising for example in dynamic, spectral and in situ tomography. CIL provides an extensive modular optimization framework for prototyping reconstruction methods including sparsity and total variation regularization, as well as tools for loading, preprocessing and visualizing tomographic data. The capabilities of CIL are demonstrated on a synchrotron example dataset and three challenging cases spanning golden-ratio neutron tomography, cone-beam X-ray laminography and positron emission tomography. This article is part of the theme issue 'Synergistic tomographic image reconstruction: part 2'.
Keyword:
computed tomography
X-ray CT
convex optimization
software
image reconstruction

期刊

P
Philosophical Transactions of the Royal Society A-Mathematical Physical and Engineering Sciences
IF:
3.7
论文数:
7.7K
被引数:
2.8W

机构

K
karlsruhe institute of technology
学者数:
2.0W
论文数: 1.5W
被引数: 23
S
STFC Rutherford Appleton Laboratory
学者数:
3.4K
论文数: 2.1K
被引数: 11
T
technical university of denmark
学者数:
2.6W
论文数: 2.8W
被引数: 37
H
Helmholtz Association
学者数:
13.2W
论文数: 10.7W
被引数: 145
S
science & technology facilities council (stfc)
学者数:
4.6K
论文数: 3.3K
被引数: 8
U
uk research & innovation (ukri)
学者数:
2.7W
论文数: 2.3W
被引数: 32
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