Open access
Oct 2026
A Reproducible Microscopy Acquisition Pipeline and Microscopy-Aware Attention for Classification, Detection, and Segmentation of Microorganisms
Automated microscopic image analysis is essential for quantitative microbiology, yet manual acquisition and generic recognition models struggle with morphological variability and scene artifacts. We address both ends of this pipeline. First, we present a low-cost, open-source acquisition system, based on an Arduino UNO...
A. Samarin, Artem A. Nazarenko, Dmitry Nazarenko et al.
· Machine Learning and Knowled... · 0 citations