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Attribute
Research Imaging & Structural Analysis

Cellpose

Cellpose contributors
Research Imaging & Structural Analysis

StarDist

StarDist contributors
Research Imaging & Structural Analysis

ilastik

ilastik team
CategoryResearch Imaging & Structural AnalysisResearch Imaging & Structural AnalysisResearch Imaging & Structural Analysis
CompanyCellpose contributorsStarDist contributorsilastik team
PriceSee access and licence termsSee access and licence termsSee access and licence terms
StatusStatus not confirmedStatus not confirmedStatus not confirmed
AvailabilityPublic codePublic codePublic software
Last checked14/09/202614/09/202614/09/2026
FeaturesLearning-based cellular segmentation, Documented research workflowObject detection with star-convex shapes, Documented research workflowInteractive machine learning for image analysis, Documented research workflow
Entry typeResearch software / modelResearch software / modelResearch software / model
Access modePublic codePublic codePublic software
AI roleMachine-learning softwareMachine-learning softwareMachine-learning software
Input dataMicroscopy imagesMicroscopy imagesImages and user annotations
Output dataCell segmentation masksObject instances and segmentation masksWorkflow-specific classifications and measurements
Licence conditionsCheck selected release and model termsCheck repository and pretrained-model licencesCheck distribution and dependency licences
Commercial eligibilityConfirm exact code, weights and data termsConfirm exact code, weights and data termsConfirm exact code, weights and data terms
Compute requirementsVersion and workload dependent; not independently benchmarkedVersion and workload dependent; not independently benchmarkedVersion and workload dependent; not independently benchmarked
ValidationEvaluate on representative held-out dataEvaluate on representative held-out dataEvaluate on representative held-out data
TypeNot recordedNot recordedNot recorded
Intended useNot recordedNot recordedNot recorded
CompatibilityNot recordedNot recordedNot recorded
Evidence levelProject documentation; no local benchmarkProject documentation; no local benchmarkProject documentation; no local benchmark