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Table 8 Segmentation results on 8 real rosebush models from ROSE-X data set with PointCNN

From: Segmentation of structural parts of rosebush plants with 3D point-based deep learning methods

PointCNN

I

II

III

S

S + I

S + II

S + III

Re

Flower

5.40

23.49

52.55

97.04

72.90

75.52

68.21

Leaf

99.18

99.00

99.18

59.04

97.75

97.86

98.41

Stem

34.06

66.46

72.39

46.53

48.08

72.79

75.77

Pr

Flower

80.53

92.07

90.32

19.94

75.83

79.56

84.35

Leaf

84.85

89.85

92.87

95.81

91.80

95.06

94.83

Stem

81.31

86.55

91.21

39.33

84.56

88.14

88.23

IoU

Flower

5.33

23.03

49.76

19.82

59.15

63.25

60.55

Leaf

84.25

89.04

92.16

57.55

89.90

93.12

93.40

Stem

31.58

60.24

67.67

27.09

44.20

66.30

68.81

MIoU

40.39

57.44

69.86

34.82

64.42

74.22

74.26

Acc

84.65

89.60

92.60

60.45

90.17

93.30

93.54