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cs.CV2026

One Sequence to Segment Them All: Efficient Data Augmentation for CT and MRI Cross-Domain 3D Spine Segmentation

Nathan Molinier, Hendrik Möller, Thomas Dagonneau +6

Deep learning-based medical image segmentation is increasingly used to support clinical diagnosis and develop new treatment strategies. However, model performance remains limited b…

cs.CV2026

Hide-and-Seek Attribution: Weakly Supervised Segmentation of Vertebral Metastases in CT

Matan Atad, Alexander W. Marka, Lisa Steinhelfer +10

Accurate segmentation of vertebral metastasis in CT is clinically important yet difficult to scale, as voxel-level annotations are scarce and both lytic and blastic lesions often r…

cs.CV2026

VERIDAH: Solving Enumeration Anomaly Aware Vertebra Labeling across Imaging Sequences

Hendrik Möller, Hanna Schoen, Robert Graf +14

The human spine commonly consists of seven cervical, twelve thoracic, and five lumbar vertebrae. However, enumeration anomalies may result in individuals having eleven or thirteen…

cs.CV2025

Automated Thoracolumbar Stump Rib Detection and Analysis in a Large CT Cohort

Hendrik Möller, Hanna Schön, Alina Dima +10

Thoracolumbar stump ribs are one of the essential indicators of thoracolumbar transitional vertebrae or enumeration anomalies. While some studies manually assess these anomalies an…

cs.CV2025

MAGO-SP: Detection and Correction of Water-Fat Swaps in Magnitude-Only VIBE MRI

Robert Graf, Hendrik Möller, Sophie Starck +15

Volume Interpolated Breath-Hold Examination (VIBE) MRI generates images suitable for water and fat signal composition estimation. While the two-point VIBE provides water-fat-separa…

cs.CV2025

PARASIDE: An Automatic Paranasal Sinus Segmentation and Structure Analysis Tool for MRI

Hendrik Möller, Lukas Krautschick, Matan Atad +9

Chronic rhinosinusitis (CRS) is a common and persistent sinus imflammation that affects 5 - 12\% of the general population. It significantly impacts quality of life and is often di…