Research Article

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

Table 6

Segmentation tests of point cloud scenes with different data sets.

Training scenesTest scenemIoU (%)bACC (%)

(a)(b)25.4042.15
(c)22.6336.78

(b)(a)58.5465.26
(c)42.9949.65

(c)(a)62.4971.35
(b)46.2452.42

(a) and (b)(c)56.3267.24

(a) and (c)(b)68.4476.91

(b) and (c)(a)83.2190.31

(a), (b), and (c)(a)98.6599.03
(b)91.2095.34
(c)77.8786.06