Abstract: In fatigue driving detection, to address the low robustness to lighting environments and the loss of drivers' facial features in ordinary cameras, a fatigue driving detection method based on thermal imaging was proposed in this study. Utilizing thermal imaging, the physiological and facial features of the driver were obtained and used for multimodal fusion judgment of driving fatigue. The experiments showed that the accuracy of this method for fatigue driving detection reached 0.975.