Table 9 Comparison of classification results for 5 and 6
From: Research on the improvement method of imbalance of ground penetrating radar image data
Serial number | Interlayer relaxation | Interlayer failure | Porous | Loose structure | Images synthesized using GAN | Images synthesized using other methods | Interlayer relaxation Classification Accuracy | Interlayer failure Classification Accuracy | Porous Classification Accuracy | Loose structure Classification Accuracy | Overall Accuracy |
|---|---|---|---|---|---|---|---|---|---|---|---|
5 | 360 | 360 | 360 | 98 | 41 | 41 | 0.775 | 0.7 | 0.75 | 0.925 | 0.788 |
6 | 360 | 360 | 360 | 98 | / | 82 | 0.95 | 0.75 | 0.475 | 0.8 | 0.744 |
