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Table 7 Ablation study results for data augmentation techniques

From: PFLO: a high-throughput pose estimation model for field maize based on YOLO architecture

Group

Mosaic

HSV

Precision (%)

Recall (%)

mAP50 (%)

mAP50 - 95 (%)

Box

Pose

Box

Pose

Box

Pose

Box

Pose

A (No augmentation)

  

86.1

73.9

82.9

67.9

88.9

68.6

42.6

38.4

B

√

 

85.9

74.3

83.0

68.1

89.2***

69.7***

43.2**

38.7***

C

 

√

86.0

74.9

85.8

70.1

91.5***

71.2*

65.2

40.6*

D

√

√

86.8

75.2

86.2

70.2

91.6***

72.2***

66.0*

42.7*

  1. Bold values indicate the best results in each comparison
  2. *p < 0.05, **p < 0.01, ***p < 0.001 (compared to Group A, Welch's t-test)
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Plant Methods

ISSN: 1746-4811