Franziska Vogt

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...