Research Article
Dual-Path Residual “Shrinkage” Network for Side-Scan Sonar Image Classification
Table 9
Number of correct and incorrect predictions of drowning victim category when the number of samples is 5, 10, 15, and 18.
| Number of samples | Predicted class | Model | ResNet34 + SE | ResNet34 + CBAM | ResNet34 + RSBU-CW | Proposed |
| 5 | Drowning victim | 5 | 5 | 5 | 5 | Aircraft | 0 | 0 | 0 | 0 | Seafloor | 0 | 0 | 0 | 0 | Shipwreck | 0 | 0 | 0 | 0 |
| 10 | Drowning victim | 9 | 9 | 9 | 9 | Aircraft | 0 | 0 | 0 | 0 | Seafloor | 0 | 0 | 0 | 0 | Shipwreck | 1 | 1 | 1 | 1 |
| 15 | Drowning victim | 12 | 11 | 12 | 14 | Aircraft | 0 | 1 | 1 | 0 | Seafloor | 0 | 0 | 0 | 0 | Shipwreck | 3 | 3 | 2 | 1 |
| 18 | Drowning victim | 13 | 10 | 14 | 14 | Aircraft | 0 | 6 | 0 | 1 | Seafloor | 1 | 0 | 0 | 0 | Shipwreck | 4 | 2 | 4 | 3 |
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