Research Article

Fine-Grained Point Cloud Semantic Segmentation of Complex Railway Bridge Scenes from UAVs Using Improved DGCNN

Table 1

Parameters of the three railway scenes.

ItemsScene (a)Scene (b)Scene (c)

Track length (m)130523313
Flight altitude of UAVs (m)304040
Image density (images/m)3.691.230.90
Ballastless or ballastBallastlessBallastlessBoth
Bridge or roadbedBridgeBothBoth
Number of railway lines112