Table 4 Identification results of particleboard surface defects.

From: Real-time detection of particleboard surface defects based on improved YOLOV5 target detection

Class

Precision (%)

Recall (%)

F1 score (%)

mAP@.5 (%)

mAP@.5:.95 (%)

SandLeakage

88.8

98.5

93.4

94.9

80.7

BigShavings

94.6

89.2

91.8

91.1

57.2

GlueSpot

90.7

94.6

92.6

94.4

62.1

OilPollution

89.2

92.2

90.7

92.9

57.4

Soft

92.8

97.9

95.3

99.0

81.7

All

91.2

94.5

92.8

94.4

67.8