Table 7.
Source/target domain | Model | Calibration seta | Validation setb | Prediction setc | |||
---|---|---|---|---|---|---|---|
R2 | RMSE | R2 | RMSE | R2 | RMSE | ||
LMY24/XLZ53 | CNN1 | 0.921 | 2.336 | 0.853 | 3.217 | 0.880 | 2.903 |
CNN2 | 0.909 | 2.505 | 0.850 | 3.248 | 0.870 | 3.020 | |
CNN3 | 0.910 | 2.501 | 0.821 | 3.550 | 0.855 | 3.184 | |
CNN4 | 0.892 | 2.739 | 0.840 | 3.356 | 0.855 | 3.186 | |
AlexNet | 0.877 | 2.923 | 0.848 | 3.269 | 0.852 | 3.222 | |
VGGNet-9 | 0.897 | 2.672 | 0.819 | 3.570 | 0.840 | 3.348 | |
XLZ53/LMY24 | CNN1 | 0.891 | 2.691 | 0.828 | 3.399 | 0.820 | 3.476 |
CNN2 | 0.907 | 2.454 | 0.828 | 3.397 | 0.818 | 3.494 | |
CNN3 | 0.910 | 2.444 | 0.836 | 3.319 | 0.818 | 3.497 | |
CNN4 | 0.898 | 2.599 | 0.826 | 3.414 | 0.817 | 3.508 | |
AlexNet | 0.864 | 3.003 | 0.813 | 3.549 | 0.819 | 3.489 | |
VGGNet-9 | 0.891 | 2.693 | 0.813 | 3.550 | 0.816 | 3.509 |
aCalibration set means the calibration set of the target domain; bvalidtion set means the validation set of the target domain; cprediction set means the prediction set of the target domain.