方法

mIoU (%)

Ceil

Floor

Wall

Beam

Col.

Wind.

Door

Table

Chair

Sofa

Book.

Board

Clut.

PointNet [13]

47.6

88.0

88.7

69.3

0.0

23.1

47.5

51.6

54.1

42.0

9.6

38.2

29.4

35.2

PointNet++ [14]

53.2

89.6

98.0

75.5

0.0

7.5

61.1

18.7

69.7

78.5

35.6

64.1

49.7

43.9

RandLA-Net [15]

63.4

91.6

97.2

80.9

0.0

21.9

59.5

47.9

77.4

86.1

73.6

67.7

69.6

51.1

SCF-Net [16]

63.6

90.1

96.1

79.5

0.0

29.2

61.6

28.8

76.6

87.6

78.4

72.5

73.0

50.3

CGA-Net [17]

63.1

92.1

96.7

80.7

0.0

18.8

62.8

40.9

76.8

87.6

68.0

69.7

73.4

53.3

Ours

65.2

91.5

96.8

80.8

2.1

30.5

61.1

46.2

74.9

87.2

77.6

72.1

75.1

51.8