Table 4: Experimental results comparing ResNet50 with the other three attention methods.
Model
Position of Self-Attention
(conv_2, conv_3, conv_4, conv_5)
MRE (mm)
SD (mm)
(2mm)
SDR (%) (4mm)
(6mm)
Plain ResNet50
-
3.5367
3.7111
30.9288
73.6024
89.9653
ResNet50 + SE-block
-
2.6965
3.4437
51.2326
83.2118
93.5938
ResNet50 + CBAM
-
3.9340
6.0625
43.9410
72.0486
83.0295
ResNet50 + Self-Attention
T, T, T, F
2.9997
3.8673
40.7986
81.4063
94.6788
* MRE: Mean Radial Error, SD: Standard Deviation, SDR: Successful Detection Rate