Table 1 The performance of the five types of CNNS in the tile identification module for the internal and external testing datasets
Model | Class | Accuracy | |
|---|---|---|---|
Internal testing | External testing | ||
ResNet101 | SC | 29/33, 29/33 | 2/9, 2/9 |
SGC | 148/201, 153/201 | 10/27, 10/27 | |
ResNeXt101_32X8d | SC | 30/33, 30/33 | 2/9, 2/9 |
SGC | 146/201, 154/201 | 13/27, 13/27 | |
Wide ResNet101 | SC | 28/33, 28/33 | 2/9, 2/9 |
SGC | 151/201, 158/201 | 21/27, 22/27 | |
DenseNet121 | SC | 30/33, 30/33 | 10/10, 10/10 |
SGC | 90/201, 87/201 | 0/27, 0/27 | |
EfficientNetb6 | SC | 29/33, 28/33 | 2/9, 2/9 |
SGC | 151/201, 156/201 | 14/27, 16/27 | |