Jacek Rumiński

Prof. Jacek Rumiński serves as Professor and Head of the Department of Biomedical Engineering within the Faculty of Electronics, Telecommunications and Informatics at Gdańsk University of Technology. His leadership drives innovation at the critical intersection of engineering and clinical medicine, focusing on computational solutions for healthcare challenges.

His research program spans:

• Advanced medical image segmentation for wound assessment and body composition analysis using dual-attention U-Net architectures
• Convolutional neural networks for extracting clinical metrics from low-resolution dual-energy X-rays
• Respiratory signal processing from thermal imaging during pandemic conditions
• Rule-based systems and LLMs for protecting electronic health information in DICOM objects

Analysis of his 2025 publications reveals a consistent emphasis on overcoming class imbalance in medical imaging through ensemble methods and Bayesian optimization, while addressing critical clinical needs in lipedema diagnosis, wound management, and medical data privacy. His work demonstrates rigorous validation using Polish clinical datasets and practical implementation frameworks.

As Department Head, Prof. Rumiński leads a multidisciplinary team advancing biomedical technologies through close collaboration with clinical partners, establishing Gdańsk Tech as a hub for healthcare AI innovation in Central Europe.