Nature Communications, Published online: 03 July 2026; doi:10.1038/s41467-026-74050-8 The authors benchmark vascular segmentation in 3D HiP-CT images, revealing that no single metric captures quality. Top methods converge on pseudo-labeling and topology-aware losses, yet all struggle with microvascular connectivity breaks.