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Okapi-EM: A napari plugin for processing and analyzing cryogenic serial focused ion beam/scanning electron microscopy
Luís M A Perdigão1, Elaine M L Ho1, Zhiyuan C Cheng1,2
1Artificial Intelligence and Informatics, The Rosalind Franklin Institute, Didcot, UK.
Biological Imaging
|March 15, 2024
Summary
Cryogenic serial plasma focused ion beam milling scanning electron microscopy (pFIB/SEM) generates 3D biological images. Okapi-EM, a new napari plugin, processes these images, improving 3D reconstruction and analysis.
Area of Science:
- Electron microscopy
- Biological imaging
- 3D reconstruction
Background:
- Cryogenic serial plasma focused ion beam milling scanning electron microscopy (pFIB/SEM) is an advanced technique for visualizing complex biological structures in 3D.
- Acquired SEM images often suffer from noise, drift, and charging artifacts, hindering precise 3D reconstruction.
- Specialized image processing is crucial for effective analysis of pFIB/SEM data.
Purpose of the Study:
- To introduce Okapi-EM, an open-source napari plugin designed for processing and analyzing cryogenic serial pFIB/SEM images.
- To provide tools for automated image registration, quality evaluation, and artifact mitigation in pFIB/SEM datasets.
- To enhance the user-friendliness and accessibility of pFIB/SEM data processing.
Main Methods:
- Development of Okapi-EM as a napari plugin leveraging Python programming.
- Implementation of automated slice registration algorithms.
- Inclusion of image quality metrics specific to pFIB/SEM imaging.
- Development of methods for mitigating charging artifacts in SEM images.
Main Results:
- Okapi-EM facilitates automated processing of cryogenic serial pFIB/SEM images.
- The plugin enables accurate image registration and effective mitigation of charging artifacts.
- It provides specific image quality metrics for pFIB/SEM data evaluation.
- The napari framework ensures a user-friendly graphical interface and developer accessibility.
Conclusions:
- Okapi-EM significantly improves the processing and analysis of cryogenic serial pFIB/SEM data.
- The plugin enhances the precision of 3D reconstruction for biological samples.
- Okapi-EM offers a user-friendly and accessible solution for researchers utilizing pFIB/SEM microscopy.
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