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Advances, Systems and Applications

Table 5 Module ablation experiment

From: RPU-PVB: robust object detection based on a unified metric perspective with bilinear interpolation

Method

RPU

PVB

Clean

\(A_{cls}\) [21]

\(A_{loc}\) [21]

CWA [19]

DAG [34]

SSD [29]

  

77.5

1.8

4.5

1.2

4.9

RobustDet* [20]

  

74.8-2.7

45.9+44.1

49.1+44.6

48.0+46.8

56.6+51.7

SSD [29]

\(\checkmark\)

 

74.7-2.8

55.5+53.7

56.7+52.2

57.1+55.9

65.5+60.6

SSD [29]

\(\checkmark\)

\(\checkmark\)

73.0-4.5

60.2+58.4

57.5+53.0

60.9+59.7

63.2+58.3

  1. \(\checkmark\) represents the addition of the module
  2. * indicates that the model uses the CFR module
  3. bold represents the best achievement for the indicator