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Add automatic segmentation pipeline step #8

@AssociatedPrimeIdeal

Description

@AssociatedPrimeIdeal

Goal

Add an optional automatic segmentation step before skeleton and graph generation, with review and correction support.

Tasks

  • Add segmentation parameters to the config and CLI.
  • Add a pipeline step for automatic segmentation.
  • Allow users to enable or disable automatic segmentation and choose the active segmentation source.
  • Save generated segmentation outputs and provenance for review and reuse.
  • Add GUI support for running segmentation and reviewing/correcting results inside the main workflow.
  • Keep popup dialogs limited to segmentation-run configuration if a larger review/edit workspace is added.

Acceptance Criteria

  • Existing H5 files with segmentation still work.
  • Automatic segmentation can be enabled from config or CLI.
  • Generated segmentation is saved to the output directory.
  • Users can review and correct generated segmentation without breaking downstream steps.

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    area: coreCore pipeline and library behavior.area: segmentationSegmentation workflow and models.priority: highHigh priority.type: featureNew user-facing or developer-facing functionality.

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