Saved in:
Bibliographic Details
Main Author: Zhang, Youjia
Format: Preprint
Published: 2025
Subjects:
Online Access:https://arxiv.org/abs/2505.04838
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1866916725980659712
author Zhang, Youjia
author_facet Zhang, Youjia
contents Microglia are important cells in the brain, and their shape can tell us a lot about brain health. In this project, I test three different tools for finding the center points of microglia in 3D microscope images. The tools include ilastik, 3D Morph, and Omnipose. I look at how well each one finds the cells and how their results compare. My findings show that each tool sees the cells in its own way, and this can affect the kind of information we get from the images.
format Preprint
id arxiv_https___arxiv_org_abs_2505_04838
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Seeing Cells Clearly: Evaluating Machine Vision Strategies for Microglia Centroid Detection in 3D Images
Zhang, Youjia
Computer Vision and Pattern Recognition
Microglia are important cells in the brain, and their shape can tell us a lot about brain health. In this project, I test three different tools for finding the center points of microglia in 3D microscope images. The tools include ilastik, 3D Morph, and Omnipose. I look at how well each one finds the cells and how their results compare. My findings show that each tool sees the cells in its own way, and this can affect the kind of information we get from the images.
title Seeing Cells Clearly: Evaluating Machine Vision Strategies for Microglia Centroid Detection in 3D Images
topic Computer Vision and Pattern Recognition
url https://arxiv.org/abs/2505.04838