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Lab Note · updated 2026-06-06
Cellpose vs CellProfiler for Nuclei Segmentation
When a generalist deep model beats a tuned classical pipeline for nuclei — and when it does not.
TopicsSegment · Cell Painting · Cellpose · CellProfiler · StarDist
Cellpose generalizes across stains and magnifications with little tuning; CellProfiler rewards a well-tuned pipeline with speed and transparency.
Whichever you pick, carry a per-object confidence forward so Why Microscopy Needs Verified Outputs is satisfied downstream.