The drowsiness affects the driver’s sensory, cognitive, and psychomotor abilities, which are necessary for safe driving. Drowsiness detection is a critical technique to avoid traffic accidents. federated learning (FL) can solve problem of insufficient driver facial data by utilizing different industrial entities’ data. However, in FL system, privacy information drivers might be le...