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ilastik: interactive machine learning for (bio)image analysis

Nature Methods · 2019 · Vol. 16(12) · pp. 1226–1232
Stuart BergDominik KutraThorben KroegerChristoph StraehleBernhard X. KauslerCarsten HauboldMartin SchieggJanez AlešThorsten BeierMarkus RudyKemal ErenJaime I CervantesBuote XuFynn BeuttenmuellerAdrian WolnyChong ZhangUllrich KoetheFred A. HamprechtAnna Kreshuk
Cell Image Analysis TechniquesSingle-cell and spatial transcriptomicsAI in cancer detectionComputer scienceWorkflowArtificial intelligenceSegmentationMachine learningClassifier (UML)Image segmentationComputer visionPattern recognition (psychology)Database

MeSH terms

Machine LearningCollagenEndoplasmic ReticulumHumansImage Processing, Computer-AssistedCell ProliferationAryl Hydrocarbon Receptor Nuclear Translocator

Funding

  • European Commission
  • Deutsche Forschungsgemeinschaft
Citations
3,493
FWCI
321.65
field-weighted impact
References
47
Percentile
100%
vs. same field & year
Citations per year
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References
Machine Learning and Its Applications to Biology
PLoS Computational Biology · 2007 · 657 citations
Fiji: an open-source platform for biological-image analysis
Nature Methods · 2012 · 68,853 citations
Random Forests
Machine Learning · 2001 · 121,242 citations
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ilastik: interactive machine learning for (bio)image analysis · Scinovex