corrct
Physically corrected projectors for X-ray induced emission CT.
Science Score: 49.0%
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Found 4 DOI reference(s) in README -
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○Scientific vocabulary similarity
Low similarity (13.2%) to scientific vocabulary
Keywords
Repository
Physically corrected projectors for X-ray induced emission CT.
Basic Info
- Host: GitHub
- Owner: cicwi
- License: bsd-3-clause
- Language: Python
- Default Branch: main
- Homepage: https://cicwi.github.io/PyCorrectedEmissionCT/
- Size: 15.5 MB
Statistics
- Stars: 7
- Watchers: 2
- Forks: 3
- Open Issues: 3
- Releases: 23
Topics
Metadata Files
README.md
PyCorrectedEmissionCT (corrct)
Physically corrected projectors for X-ray induced emission CT.
PyCorrectedEmissionCT is usually abbreviated to its python module name: corrct (either pronounced "corr-C-T" or "correct").
This package provides the following functionality:
- Support for attenuation correction of the forward-projection and back-projection.
- Various solvers (reconstruction algorithms):
- Simultaneous Iterative Reconstruction Technique (SIRT).
- Maximum Likelihood Estimation Maximisation (MLEM).
- Simultaneous Algebraic Reconstruction Technique (SART).
- Primal-dual optimization from Chambolle-Pock (Primal-Dual Hybrid Gradient - PDHG), with:
- Various data fitting terms, including Gaussian and Poisson noise modelling.
- Various optional regularization terms, including: TV-min, l1-min, laplacian, and wavelet l1-min.
- Multi-channel (collaborative) regularization terms, like: TNV (Total Nuclear Variation).
- Filtered Back-Projection (FBP), and its data-dependent filter learning variant (PyMR-FBP).
- Two projector backends, based on: astra-toolbox and scikit-image.
- Guided regularization parameter selection, through cross-validation and elbow method.
- Projection alignment routines.
It contains the code used for the following paper, which also provides a mathematical description of the attenuation correction concepts and algorithms used here:
- N. Viganò and V. A. Solé, "Physically corrected forward operators for
induced emission tomography: a simulation study," Meas. Sci. Technol., no.
Advanced X-Ray Tomography, pp. 1–26, Nov. 2017.
https://doi.org/10.1088/1361-6501/aa9d54
Other useful information:
- Free software: BSD 3-Clause license
- Documentation: https://cicwi.github.io/PyCorrectedEmissionCT/
Getting Started
It takes a few steps to setup PyCorrectedEmissionCT on your machine. We recommend installing Anaconda package manager for Python 3.
Installing with conda
Simply install with:
conda install -c n-vigano corrct
If you want fast tomographic projectors using the astra-toolbox:
conda install -c astra-toolbox astra-toolbox
Installing from PyPI
Simply install with:
pip install corrct
If you are on jupyter, and don't have the rights to install packages
system-wide (e.g. on jupyter-slurm at ESRF), then you can install with:
! pip install --user corrct
Installing from source
To install PyCorrectedEmissionCT, simply clone this GitHub
project. Go to the cloned directory and run PIP installer:
git clone https://github.com/cicwi/PyCorrectedEmissionCT.git corrct
cd corrct
pip install -e .
Running the examples
To learn more about the functionality of the package check out our examples folder.
Authors and contributors
- Nicola VIGANÒ - Main developer
- Jerome LESAINT - Contributor
- Patrick HARRISON - Contributor
See also the list of contributors who participated in this project.
How to contribute
Contributions are always welcome. Please submit pull requests against the main branch.
If you have any issues, questions, or remarks, then please open an issue on GitHub.
License
This project is licensed under the BSD license - see the LICENSE.md file for details.
Owner
- Name: Computational Imaging, CWI
- Login: cicwi
- Kind: organization
- Repositories: 14
- Profile: https://github.com/cicwi
CodeMeta (codemeta.json)
{
"@context": "https://w3id.org/codemeta/3.0",
"type": "SoftwareSourceCode",
"applicationCategory": "Computed Tomography",
"author": [
{
"id": "https://orcid.org/0000-0003-1704-5574",
"type": "Person",
"affiliation": {
"type": "Organization",
"name": "CEA-IRIG, UGA, MEM, Grenoble, France"
},
"email": "nicola.vigano@cea.fr",
"familyName": "Vigan",
"givenName": "Nicola"
},
{
"id": "_:author_2",
"type": "Person",
"affiliation": {
"type": "Organization",
"name": "ESRF - The European Synchrotron"
},
"email": "jerome.lesaint@esrf.fr",
"familyName": "Lesaint",
"givenName": "Jerome"
},
{
"id": "https://orcid.org/0000-0001-9798-8710",
"type": "Person",
"familyName": "Harrison",
"givenName": "Patrick"
}
],
"codeRepository": "github.com:cicwi/PyCorrectedEmissionCT.git",
"description": "Physically corrected projectors for X-ray-induced emission CT. PyCorrectedEmissionCT is usually abbreviated to its Python module name: corrct (either pronounced \"corr-C-T\" or \"correct\").",
"identifier": "10.5281/zenodo.3569684",
"keywords": [
"xrf-ct",
"X-ray",
"self-attenuation",
"attenuation correction",
"tomography"
],
"license": "https://spdx.org/licenses/BSD-3-Clause",
"name": "PyCorrectedEmissionCT",
"operatingSystem": [
"Linux",
"Windows",
"macOS"
],
"programmingLanguage": "Python",
"issueTracker": "https://github.com/cicwi/PyCorrectedEmissionCT/issues"
}
GitHub Events
Total
- Create event: 4
- Issues event: 1
- Release event: 1
- Watch event: 2
- Push event: 21
- Pull request event: 1
Last Year
- Create event: 4
- Issues event: 1
- Release event: 1
- Watch event: 2
- Push event: 21
- Pull request event: 1
Committers
Last synced: almost 3 years ago
All Time
- Total Commits: 462
- Total Committers: 4
- Avg Commits per committer: 115.5
- Development Distribution Score (DDS): 0.048
Top Committers
| Name | Commits | |
|---|---|---|
| Nicola VIGANO | n****o@e****r | 440 |
| Nicola Viganò | O****n@u****m | 9 |
| Nicola Viganò | b****y@g****m | 8 |
| Nicola VIGANÒ | N****o@c****l | 5 |
Issues and Pull Requests
Last synced: 6 months ago
All Time
- Total issues: 12
- Total pull requests: 12
- Average time to close issues: 6 months
- Average time to close pull requests: 5 months
- Total issue authors: 2
- Total pull request authors: 3
- Average comments per issue: 0.75
- Average comments per pull request: 0.83
- Merged pull requests: 10
- Bot issues: 0
- Bot pull requests: 0
Past Year
- Issues: 2
- Pull requests: 1
- Average time to close issues: N/A
- Average time to close pull requests: 7 days
- Issue authors: 1
- Pull request authors: 1
- Average comments per issue: 0.0
- Average comments per pull request: 0.0
- Merged pull requests: 1
- Bot issues: 0
- Bot pull requests: 0
Top Authors
Issue Authors
- Obi-Wan (11)
- harripj (1)
Pull Request Authors
- Obi-Wan (12)
- lesaintjerome (1)
- harripj (1)
Top Labels
Issue Labels
Pull Request Labels
Packages
- Total packages: 1
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Total downloads:
- pypi 49 last-month
- Total dependent packages: 0
- Total dependent repositories: 1
- Total versions: 19
- Total maintainers: 1
pypi.org: corrct
Physically corrected projectors for X-ray induced emission CT.
- Homepage: https://github.com/cicwi/PyCorrectedEmissionCT
- Documentation: https://cicwi.github.io/PyCorrectedEmissionCT
- License: bsd-3-clause
-
Latest release: 1.0.0
published 11 months ago