NTSM: Neurophysiology-Guided Tri-Stream Selective State Space Model for Real-Time Driver Fatigue Detection with EEG-EOG Signals.
Driver fatigue is a leading contributor to fatal traffic accidents globally, and Electroencephalogram (EEG)-Electrooculogram (EOG) multi-modal systems are the gold standard for objective fatigue detection. However, existing Transformer-based methods face critical bottlenecks of high quadratic complexity and oversimplif...