The Privacy–Utility Trade-off in Brain MRI Synthesis: A Comparative Framework for Generative Models
Published in 14th International Symposium on Information and Communication Technology (SOICT), 2025
This paper presents a comparative framework for evaluating generative models for brain MRI synthesis, analyzing the trade-off between data privacy and synthesis utility. The framework assesses multiple generative approaches to guide selection of appropriate models for privacy-preserving medical imaging research.
Recommended citation: Dam Thai Ninh, Nguyen Duc Kien, Trinh Ngoc Huynh, Le Quoc Anh, Dinh Tran Hiep, Bui Duc Manh, Miguel D'Haeseleer, Jeroen Van Schependom, Tran Quoc Long, Nguyen Linh Trung, and Guy Nagels. "The Privacy–Utility Trade-off in Brain MRI Synthesis: A Comparative Framework for Generative Models." In 14th International Symposium on Information and Communication Technology (SOICT), 2025.