Table 4 Ablation experiment results.

From: Motion blur aware multiscale adaptive cascade framework for ear tag dropout detection in reserve breeding pigs

Index

WAAM

DA-DC

FGMS-RP

Loss function

bbox mAP/%

segm mAP/%

recall/%

Speed(f/s)

01

   

Original loss

83.35

81.18

89.69

21.64

Focal Loss

83.47

81.83

90.24

21.64

02

√

  

Original loss

85.15

82.38

91.19

21.50

Focal Loss

85.55

82.78

91.59

21.50

03

 

√

 

Original loss

86.25

84.28

92.59

21.08

Focal Loss

86.37

84.93

93.14

21.08

04

  

√

Original loss

86.28

84.85

91.51

20.04

Focal Loss

86.08

85.63

92.07

20.04

05

√

√

 

Original loss

88.05

85.48

94.09

20.80

Focal Loss

88.45

85.88

94.49

20.80

06

√

 

√

Original loss

88.08

86.05

93.01

19.90

Focal Loss

88.16

86.58

93.42

19.90

07

 

√

√

Original loss

89.18

87.95

94.41

19.48

Focal Loss

88.98

88.73

94.97

19.48

08

√

√

√

Original loss

90.98

89.15

95.91

19.20

Focal Loss

91.06

89.68

96.32

19.20