ClusterNet: Classifying Single-Molecule Localization Microscopy Datasets with Graph-Based Deep Learning of Supra-Cluster Structure

Umney, O., Slaney, H., Williams, C.J.M. et al. (3 more authors) (2025) ClusterNet: Classifying Single-Molecule Localization Microscopy Datasets with Graph-Based Deep Learning of Supra-Cluster Structure. Small Science. e202500255. ISSN: 2688-4046

Abstract

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Item Type: Article
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© 2025 The Author(s). Small Science published by Wiley-VCH GmbH. This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.

Keywords: classification; deep learning; direct stochastic optical reconstruction microscopy; DNA-PAINT; graph neural network; point cloud; single-molecule localization microscopy
Dates:
  • Accepted: 25 September 2025
  • Published (online): 9 October 2025
Institution: The University of Leeds
Academic Units: The University of Leeds > Faculty of Biological Sciences (Leeds) > School of Molecular and Cellular Biology (Leeds)
Funding Information:
Funder
Grant number
Wellcome Trust
223125/Z/21/Z
Date Deposited: 30 Sep 2025 13:49
Last Modified: 29 Oct 2025 14:01
Status: Published online
Publisher: Wiley
Identification Number: 10.1002/smsc.202500255
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