Dual-Path Residual “Shrinkage” Network for Side-Scan Sonar Image Classification

Table 7

Classification performance of each model.

Model	OA (%)	AA (%)	Kappa × 100
ResNet34 + SE	92.86	92.94	87.38
ResNet34+CBAM	93.30	93.21	88.28
ResNet34+RSBU-CW	93.30	93.48	89.03
Std-CNN	94.64	94.28	91.29
Proposed	95.09	95.0	92.14
ResNet50 + SE	92.41	92.41	85.92
ResNet50 + CBAM	92.86	92.860.28	87.210.14
ResNet50 + RSBU-CW	93.30	93.21	87.30
Std-CNN	92.86	92.760.33	86.510.23
Proposed	94.64	94.10	90.60