Michael Rothrock

Interpretable Cross-Stage Quality Control for AI Medical Imaging Pipelines

2026 · Zenodo (CERN European Organization for Nuclear Research)

Multi-stage AI pipelines for medical image analysis can produce structurally implausible outputs (disconnected segmentation masks, lesions placed entirely outside the organ) that propagate to downstream analysis and scoring. We evaluate whether simple, deterministic quality control …