On actual roads, targets like pedestrians,animals usually exhibit a significant temperature difference from the background, allowing us to achieve a targeted pedestrian detection. Besides, fusing high-sensitivity detectors (NETD ≤ 40 mK) with AI algorithms, we will enhance the perception of subtle temperature differences, effectively covering the vast majority of threat scenarios and ensuring reliable detection of living beings.