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Mitoseg: Mitochondria Segmentation Tool

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Date

2025

Journal Title

Journal ISSN

Volume Title

Publisher

Elsevier

Open Access Color

GOLD

Green Open Access

Yes

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Publicly Funded

No
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Average
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Average
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Average

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Abstract

Recent studies suggest a potential link between the physical structure of mitochondria and neurodegenerative diseases. With advances in Electron Microscopy techniques, it has become possible to visualize the boundary and cristae structures of mitochondria in detail. Segmenting mitochondria from microscopy images remains challenging due to image quality and complex morphology of mitochondria, including cristae and the other subcellular structures. It is crucial to automatically segment mitochondria from images exhibiting different mitochondrial boundary and crista characteristics to investigate the relationship between mitochondria and diseases. In this paper, we present a software solution for mitochondrial segmentation using an automatic validation scheme based on the general physical properties of mitochondria, highlighting boundaries in electron microscopy tomography images and generating corresponding 3D meshes. These capabilities help researchers conduct further investigations into mitochondrial morphology and explore its role in the mechanisms of neurodegenerative diseases.

Description

Keywords

Electron Tomography, Mitochondrion, Segmentation, FOS: Computer and information sciences, QA76.75-76.765, Segmentation, Electron tomography, Computer Vision and Pattern Recognition (cs.CV), Computer Science - Computer Vision and Pattern Recognition, Computer software, Mitochondrion

Turkish CoHE Thesis Center URL

Fields of Science

Citation

WoS Q

Q2

Scopus Q

Q2
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N/A

Source

SoftwareX

Volume

30

Issue

Start Page

102081

End Page

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Citations

Scopus : 1

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Mendeley Readers : 3

SCOPUS™ Citations

1

checked on Feb 01, 2026

Web of Science™ Citations

1

checked on Feb 01, 2026

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7.1953384

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