Table 2 Results on S3DIS 6-fold dataset for semantic segmentation.

From: EIDU-Net: edge-preserved inception DenseGCN U-Net for LiDAR point cloud segmentation

Method

Input

OA

mAcc

mIoU

PointNet

Point

78.5

66.2

47.6

DGCNN

Point

84.1

-

56.1

PointCNN

Point

88.1

-

65.4

SPGraph

Point

86.4

75.6

62.1

PAG

Point

88.1

-

65.9

PointWeb

Point

87.3

76.2

66.7

KPConv

Point

-

79.1

70.6

RandLA-Net

Point

88.0

82.0

70.0

DPFA-Net

Point

89.2

-

61.6

JSNet++

Point

88.7

72.8

62.4

Ours

Point

88.6

75.8

63.1

  1. Significant values are in bold.