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Table 7 Segmentation results on 8 real rosebush models from ROSE-X data set with DGCNN

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

DGCNN

I

II

III

S

S + I

S + II

S + III

Re

Flower

5.62

29.85

7.12

79.65

24.36

34.83

59.16

Leaf

97.85

95.93

98.58

84.27

95.91

97.45

98.20

Stem

9.68

28.59

27.94

49.05

46.81

73.44

67.35

Pr

Flower

22.67

54.80

75.96

42.46

37.51

75.46

79.71

Leaf

82.34

86.80

84.60

92.26

88.05

92.71

93.27

Stem

58.97

51.36

65.42

47.21

77.97

74.16

84.65

IoU

Flower

4.72

23.95

6.96

38.30

17.33

31.28

51.42

Leaf

80.88

83.72

83.57

78.71

84.87

90.51

91.71

Stem

9.07

22.50

24.34

31.68

41.35

58.48

60.02

MIoU

31.56

43.39

38.29

49.56

47.85

60.09

67.72

Acc

80.79

83.23

83.59

79.87

84.90

90.00

91.73