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March 3, 2026
Identification of 2D colloidal assemblies in images: a threshold processing method versus machine learning
LK
Ludia T. Khusainova
Astrakhan State University
KK
Konstantin S. Kolegov
Astrakhan State University
Key Points
Colloidal assemblies are effectively identified using both threshold processing and machine learning techniques.
Machine learning provides enhanced accuracy compared to traditional threshold processing methods in image analysis.
Assessment involves analyzing images of colloidal structures to determine optimal identification methods.
This analysis indicates that advanced algorithms may improve detection rates, requiring further exploration in various settings.
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Khusainova et al. (Tue,) studied this question.
synapsesocial.com/papers/69a7619cc6e9836116a2fa65
https://doi.org/https://doi.org/10.1140/epje/s10189-026-00560-4
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Identification of 2D colloidal assemblies in images: a threshold processing method versus machine learning | Synapse