In response to the dangerous behavior of pedestrians roaming freely on unsupervised train tracks. the real-time detection of pedestrians is urgently required to ensure the safety of trains and people. Aiming to improve the low accuracy of railway pedestrian detection. the high missed-detection rate of target pedestrians. https://www.reesfrashers.shop/product-category/carabiners/