Common Pitfalls in Bioimage Analysis Pipelines and How to Avoid Them

Bioimage analysis pipelines are a central component of modern biological research. Atthe same time, they are prone to structural, methodological, and organizational errorsthat can lead to non-reproducible results, biased measurements, or avoidableloss of time. This whitepaper describes typical pitfalls that are regularly observed in academicresearch environments and outlines concrete measures to prevent them. The focusis not on individual software tools, but on pipeline design, data integrity, andinstitutional frameworks.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-02-04
DOI
https://doi.org/10.5281/zenodo.18485503
Primary Topic
Cell Image Analysis Techniques
Type
article
Field-Weighted Citation Impact
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article

Common Pitfalls in Bioimage Analysis Pipelines and How to Avoid Them

Jan Brocher
Zenodo (CERN European Organization for Nuclear Research)
Cell Image Analysis Techniques
article

Common Pitfalls in Bioimage Analysis Pipelines and How to Avoid Them

Jan Brocher
article en

Abstract

Bioimage analysis pipelines are a central component of modern biological research. Atthe same time, they are prone to structural, methodological, and organizational errorsthat can lead to non-reproducible results, biased measurements, or avoidableloss of time. This whitepaper describes typical pitfalls that are regularly observed in academicresearch environments and outlines concrete measures to prevent them. The focusis not on individual software tools, but on pipeline design, data integrity, andinstitutional frameworks.

Zenodo (CERN European Organization for Nuclear Research)
GTx (United States) (US)
Openalex Percentile: Top 70%
Cell Image Analysis Techniques
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