Table 1 Ablation studies on the detection part of the CLTP-DD.

From: Dual-branch information extraction and local attention anchor-free network for defect detection

Network

Backbone

RFPN

ELSA

Mould (%)

Varia (%)

mAP (%)

Params (%)

GFLOPs

FCOS

Resnet50

  

96.0

91.7

93.8

32.13

126.0

DLA-FCOS(Ours)

DFENet

  

97.8

95.3

96.5

39.43

166.0

Resnet50

√

 

96.3

95.0

95.7

33.45

134.1

Resnet50

√

√

96.6

96.0

96.3

33.71

146.4

DFENet

√

√

97.2

96.5

96.8

41.01

186.4