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Updated: Aug 15, 2026

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Using Computer Vision Libraries to Streamline Nuclei Quantification
Published on: June 6, 2025
NucleiSky enables cross-scale multimodal registration of microscopy data using nuclei constellations
Iván Hidalgo-Cenalmor1,2,3, Adán Olguín-Olguín1,2,3, Carolina Prieto4
1Turku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, Finland.
Journal of Cell Science
|August 14, 2026
Summary
NucleiSky is a new framework for aligning microscopy images. It uses nuclei as a biological fingerprint for accurate image registration across different scales and modalities.
Area of Science:
- Biophysics
- Computational Biology
- Microscopy
Background:
- Integrating multi-modal and multi-scale microscopy data is crucial for understanding biological systems.
- Accurate image registration across different imaging modalities, settings, and scales remains a significant challenge.
Purpose of the Study:
- To introduce NucleiSky, a novel framework for robust microscopy image registration.
- To enable precise alignment of images acquired with different microscopy techniques and magnifications.
Main Methods:
- NucleiSky utilizes the spatial arrangement of nuclei as an intrinsic biological fingerprint.
- Images are represented as constellations of centroids and aligned using geometric algorithms and spatial consensus scoring.
- The framework supports 2D and 3D localization, and can utilize non-nuclear landmarks.
Main Results:
- NucleiSky accurately localizes query regions within larger reference images using minimal landmarks (as few as five nuclei).
- Demonstrated capability to map high-magnification fields of view within low-magnification scans and across additional channels.
- Successfully applied for live brightfield-to-fixed registration and guided microscope re-targeting.
Conclusions:
- Local landmark geometry serves as a robust intrinsic spatial fingerprint for image registration.
- NucleiSky facilitates accurate localization and registration across diverse imaging scales, modalities, and microscopy platforms.
- The open-source NucleiSky package offers a versatile solution for microscopy image analysis.
