Super-resolution of biomedical volumes with 2D supervision

arXiv:2404.09425v1 Announce Type: cross
Abstract: Volumetric biomedical microscopy has the potential to increase the diagnostic information extracted from clinical tissue specimens and improve the diagnostic accuracy of both human pathologists and computational pathology models. Unfortunately, barriers to integrating 3-dimensional (3D) volumetric microscopy into clinical medicine include long imaging times, poor depth / z-axis resolution, and an insufficient amount of high-quality volumetric data. Leveraging the abundance of high-resolution 2D microscopy data, we introduce masked slice diffusion for super-resolution (MSDSR), which exploits …

abstract accuracy arxiv biomedical clinical computational cs.cv diagnostic eess.iv human imaging information medicine microscopy pathology resolution supervision type