Finetuning medical vision‑language models for interpretable and fine‑grained disease classificationSofija Engelson; Jan Ehrhardt; Heinz HandelsIn: Medical Imaging 2026: Computer-Aided Diagnosis. SPIE Medical Imaging (SPIE-2026), February 15-19, Vancouver, British Columbia, Canada, SPIE, 2/2026.
Deep learning-based mediastinal lymph node assessment on PET/CT images without pixel-level annotationsSofija Engelson; Yannic Elser; Malte Maria Sieren; Jan Ehrhardt; Julia Andresen; Stefanie Schierholz; Tobias Keck; Daniel Drömann; Jörg Barkhausen; Heinz HandelsIn: Journal of Medical Imaging (JMI), Vol. 13, No. 1, Pages 1-18, SPIE, 2/2026.
Biophysics-Enhanced Neural Representations for Patient-Specific Respiratory Motion ModelingJan Boysen; Hristina Uzunova; Heinz Handels; Jan EhrhardtIn: Machine Learning for Biomedical Imaging (MELBA), Vol. 2026 - MELBA–BVM 2025 Special Issue, Pages 148-159, MELBA, 2026.
