Multires-ML-Microscopy: An Open-Source Pipeline for Automated Cell Segmentation and Analysis

Multires-ML-Microscopy is an open-source MATLAB library offering an end-to-end image-processing pipeline for biological cell images. It integrates multilevel wavelet denoising, deep-learning based segmentation with a Mask R-CNN backbone, and multi-object tracking to deliver robust and automated cell detection. A graphical user interface streamlines operation—from data import through parameter tuning to quantitative metric export—making advanced microscopy analysis accessible without requiring expert coding knowledge.

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-06-23
DOI
https://doi.org/10.5281/zenodo.15727799
Primary Topic
Cell Image Analysis Techniques
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Multires-ML-Microscopy: An Open-Source Pipeline for Automated Cell Segmentation and Analysis

Zenodo (CERN European Organization for Nuclear Research)
Cell Image Analysis Techniques
article

Multires-ML-Microscopy: An Open-Source Pipeline for Automated Cell Segmentation and Analysis

article en

Abstract

Multires-ML-Microscopy is an open-source MATLAB library offering an end-to-end image-processing pipeline for biological cell images. It integrates multilevel wavelet denoising, deep-learning based segmentation with a Mask R-CNN backbone, and multi-object tracking to deliver robust and automated cell detection. A graphical user interface streamlines operation—from data import through parameter tuning to quantitative metric export—making advanced microscopy analysis accessible without requiring expert coding knowledge.

Zenodo (CERN European Organization for Nuclear Research)
University College London (GB)
Industry, innovation and infrastructure
Openalex Percentile: Top 56%
Cell Image Analysis Techniques
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Multires-ML-Microscopy: An Open-Source Pipeline for Automated Cell Segmentation and Analysis · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS