Table 4 Ablation study on different loss functions.

From: Enhanced photovoltaic panel defect detection via adaptive complementary fusion in YOLO-ACF

Model

P(%)\(\uparrow\)

R(%)\(\uparrow\)

mAP50(%)\(\uparrow\)

mAP50-95(%)\(\uparrow\)

EIOU

90.7

77.1

91.0

60.8

DIOU

78.5

88.1

87.5

60.6

FCIOU

87.0

90.9

91.5

60.2

CIOU

84.5

92.3

92.6

62.1

  1. 1. Highlight the best performance in the table using bold font
  2. 2. The \(\uparrow\) indicates the larger value achieved, the better performance is
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