Fahad Omar Alomary

MST-former: multiparty shared representation enabled transformer for secure medical image analysis

Privacy-preserving collaborative medical image analysis across multiple healthcare institutions remains challenging due to data heterogeneity, patient privacy constraints, and incomplete cross-institutional record alignment. To address these limitations, this paper proposes MST-Former, a multiparty shared transformer...