# Smart microscopy: adaptive microscope control to improve the way we see life

**Authors:** Alfredo Rates, Josiah B. Passmore, Nils Norlin, Lukas C. Kapitein

PMC · DOI: 10.1038/s44303-026-00145-y · npj Imaging · 2026-03-03

## TL;DR

Smart microscopy uses real-time adaptation to improve imaging in life sciences by combining analysis, feedback, and automation.

## Contribution

A practical framework defining smart microscopy and classifying approaches by experimental goals.

## Key findings

- Smart microscopy integrates real-time analysis, feedback control, and automated actuation.
- Approaches are classified by experimental goals such as quality, event, or outcome-driven.
- Community-driven efforts are crucial for making smart microscopy more accessible.

## Abstract

Smart microscopy lies at the intersection of biology, optics, engineering, and computer science. Unlike traditional microscopes, smart systems actively adapt their acquisition settings in real time based on information extracted from the sample, allowing experiments to navigate competing demands such as resolution, speed and sample health. In this review, we present a practical framework for what makes a microscope “smart,” defining smart microscopy as the combination of real-time analysis, feedback control, and automated actuation. To guide implementation, we classify smart microscopy approaches by experimental goal (quality-, event-, target-, information- or outcome-driven) and discuss the corresponding strategies for analysis and control. Finally, we highlight key challenges and the growing role of community-driven efforts in making smart microscopy more accessible and widely adopted across the life sciences.

## Full-text entities

- **Diseases:** bacterial infection (MESH:D001424), phototoxicity (MESH:D017484)
- **Chemicals:** CO2 (MESH:D002245), Diaphot (-)
- **Species:** Drosophila melanogaster (fruit fly, species) [taxon 7227], Danio rerio (leopard danio, species) [taxon 7955], Homo sapiens (human, species) [taxon 9606], C. elegans [taxon 328850], Saccharomyces cerevisiae (baker's yeast, species) [taxon 4932]
- **Cell lines:** HeLa — Homo sapiens (Human), Human papillomavirus-related endocervical adenocarcinoma, Cancer cell line (CVCL_0030), COS7 — Chlorocebus aethiops (Green monkey), Transformed cell line (CVCL_0224), HT1080 — Homo sapiens (Human), Fibrosarcoma, Cancer cell line (CVCL_0317), NRK — Rattus norvegicus (Rat), Spontaneously immortalized cell line (CVCL_3758)

## Full text

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## Figures

3 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12957318/full.md

## References

47 references — full list in the complete paper: https://tomesphere.com/paper/PMC12957318/full.md

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Source: https://tomesphere.com/paper/PMC12957318