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Comparison

CellProfiler vs Ilastik

CellProfiler and Ilastik both land on Depends.

CellProfiler versus Ilastik
CompareCellProfilerIlastik
VerdictDependsDepends
Best forHigh-content screening labsLife scientists analyzing microscopy images
Who it's not forQuick measurement of a handful of imagesProduction ML teams needing scale, deployment, or vendor support
PrivacyNo known public vulnerabilities found in the sources reviewed.10No known public vulnerabilities found in the sources reviewed.
Support qualityCommunity forum only; NIH grant fundedCommunity forum support; no vendor SLA
Public sentimentUsers praise its power for batch image quantification but consistently complain about a punishing learning curve and installation friction.⁶Lab researchers on Reddit and the forum use it for cell counting and segmentation, valuing the no-code approach while flagging hardware demands.
Biggest gotchaFree means no SLA . support is the community forum, roadmap depends on grantsExpect to budget for a good workstation; users report slowdowns on big images

Pick CellProfiler when

  • High-content screening labs
  • Cell Painting / morphological profiling
  • Batch analysis of thousands of images
  • Core facilities with zero software budget

When CellProfiler is not a fit

  • Quick measurement of a handful of images
  • Interactive whole-slide browsing . use QuPath
  • Teams needing vendor support or SLAs
  • No-code users; pipelines demand tuning

Pick Ilastik when

  • Life scientists analyzing microscopy images
  • Cell counting and segmentation without coding
  • Zero-budget academic labs
  • Pipelines feeding Fiji, napari, or CellProfiler

When Ilastik is not a fit

  • Production ML teams needing scale, deployment, or vendor support
  • General-purpose photo editing or design work
  • Buyers wanting SLAs or paid support . none exists
  • Cloud-first workflows . it's a local desktop app

Sources

  1. CellProfiler official sitecellprofiler.org
    official
  2. CellProfiler on GitHubgithub.com
    official
  3. CellProfiler 2006 original paper (PMC)pmc.ncbi.nlm.nih.gov
    official
  4. CellProfiler 3.0 release blogcarpenter-singh-lab.broadinstitute.org
    official
  5. CellProfiler Analyst 3.0 (Bioinformatics)academic.oup.com
    official
  6. Reddit r/labrats . CellProfiler strugglesreddit.com
    review
  7. Reddit r/bioinformatics . experience with CellProfilerreddit.com
    review
  8. image.sc forum . QuPath vs CellProfilerforum.image.sc
    review
  9. image.sc forum . Ubuntu 22.04 install issuesforum.image.sc
    review
  10. CellProfiler security pagecellprofiler.org
    security
  11. Linux Foundation LFX security insightsinsights.linuxfoundation.org
    security
  12. Cellpose vs CellProfiler comparisontkanalytics.bio
    review
  13. ilastik . Aboutilastik.org
    official
  14. ilastik: interactive machine learning for (bio)image analysis . Nature Methodsnature.com
    review
  15. ilastik . Downloadilastik.org
    official
  16. ilastik GitHub repositorygithub.com
    official