2 papers
cs.CV2026
SpineReport: Automated 3D Quantification and Reporting of Lumbar Spine Degeneration on MRI
Nathan Molinier, Adrian A. Marth, Reto Sutter +6
Lumbar spine conditions are a leading cause of disability worldwide, yet reliable quantification of degeneration from MRI remains challenging. In clinical practice, analysis is pre…
eess.IV2026
Optimization in Sparse 2D to Dense 3D Weakly Supervised Learning: Application to Multi-Label Segmentation of Large ex vivo MRI Data
Paul Hoareau, Kuan Yi Wang, Brandon Bujak +6
INTRODUCTION | Fully supervised 3D segmentation of high-resolution ex vivo MRI is limited by the prohibitive cost of volumetric annotation, forcing reliance on sparse 2D slices. We…