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Philip Conaghan

1 paper indexed

arxivcs.CVcs.AI2026-07-22

A Systematic Benchmark of Intensity Normalisation Methods for 3D Knee MRI Segmentation and Cross-Domain Generalisability

Oliver Mills, Philip Conaghan, Samuel Relton

Robust out-of-the-box performance is essential for the clinical deployment of deep learning models in medical imaging. An important but underexplored factor affecting model generalisability is intensity normalisation, particularly for magnetic resonance imaging (MRI), where image…

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