Foreground-only histogram matching

Foreground-only histogram matching improves breast density classification accuracy in silico (peak AUC of 98.32%).

“with the Swin Transformer backbone achieving a peak AUC of 98.32% for density classification.”

In silico

BreastMammo and DenseMammo: Benchmarks for Mammography Domain Generalization

arXiv·10 Aug 2026Preprint