The invention provides a freight cableway
transportation safety monitoring method, which comprises the following steps of S1, acquiring a video, obtaining a plurality of images with
foreign matter invasion, and preprocessing the images; s2, labeling by adopting a LabImg tool to obtain an image set, and converting the labeled image set to obtain a
data set; s3, configuring a YOLOv3 model; s4, training a YOLOv3 model by utilizing the
data set obtained in the step S2 and adopting a transfer learning method, and exporting an
optimal weight file; and S5, deploying the
optimal weight file obtained in the step S4 to a
monitoring system, performing joint debugging with a camera in the
monitoring system, setting a
foreign matter intrusion alarm threshold value, and when the threshold value is triggered, giving an alarm by the
monitoring system. The invention further provides a freight cableway
transportation safety monitoring device. The technical problem that an existing monitoring
system for monitoring the periphery of a freight cableway is low in accuracy is solved, and the technical effects of achieving accurate recognition of
foreign matter and improving the alarm accuracy of the monitoring
system are achieved.