Author

C. Jutzeler

2 papers indexed here

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Review Aug 2026

Enhancing Low Back Pain Assessment with Diffusion Models for Lumbar Spine MRI Segmentation

This study introduces a diffusion-based framework for robust and accurate semantic segmentation of lumbar spine MRI scans from patients with low back pain (LBP), regardless of whether the scans are T1- or T2-weighted. We compared with advanced models for segmenting vertebrae, intervertebral discs (IVDs), and spinal can...

Maria Monzon, Thomas Iff, E. Konukoglu et al. · 0 citations

Preprint Aug 2026

Beyond Fluency: A Clinical Benchmark and Anomaly-Enhanced Baseline for Spine MRI Report Generation

An architecture-agnostic framework is proposed that augments VLM inputs with spatially localized, disc-level anomaly heatmaps generated by a semi-supervised U-Net++ model that improves anatomical sensitivity through explicit visual grounding and provides an independent interpretability output for clinical oversight, mo...

Bruno Palau, Franziska Vogt, Daria Laslo et al. · 0 citations