02 · Case study

End-to-end full-spine segmentation in OHIF

A complete pipeline for full-spine segmentation, integrated into the OHIF medical viewer so results open where the case is reviewed.

QubX3D · OHIF integration · CT

Project evidence

OHIF segmentation workflow

A full-spine workflow integrated into the OHIF review environment.

CT study
CT study
Initial segmentation
Initial segmentation
Vertebra detection
Vertebra detection
Labeled 3D spine
Labeled 3D spine
The task

Make full-spine segmentation available where radiology teams review cases.

What we built

An end-to-end segmentation pipeline with OHIF integration (study panel; axial/sagittal/coronal; Auto-Segmentation Models · Run; Point Prompts).

The result

Segments colour in across views; 3D view or segment list; outputs downloadable STL and NIfTI.

Workflow

CT studyAI segmentationOHIF review

Scope
End-to-end pipeline for full-spine segmentation
Viewer
OHIF medical viewer integration
Outputs
STL and NIfTI (per QubX3D launch post)
Reported
90% reduction of review time per case — confirm source, method and permission before publishing.
  • Confirm 90% figure with QubX3D: source, method, permission.
  • Re-record OHIF demo 10-14s with synthetic data in kiosk mode (no watermarks, bookmarks, localhost UID, MRNs, dates); ask QubX3D first or use NexaIMed-branded build.
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