Table 5 REP for various models on the test set
Model | LMA | Narea | SPAD | Nmass | Vcmax | Vcmax25 | J | A | gs | Vcmax25/Narea | Mean |
|---|---|---|---|---|---|---|---|---|---|---|---|
Multitask 1DCNN | 7.611 | 8.446 | 7.430 | 8.764 | 18.723 | 14.004 | 10.417 | 14.485 | 32.590 | 15.897 | 13.837 |
Multitask 1DCNN, No Spectral Trim | 7.026 | 7.463 | 6.887 | 7.610 | 18.907 | 14.294 | 10.252 | 13.586 | 31.792 | 15.243 | 13.306 |
Singletask 1DCNN | 7.949 | 6.776 | 6.666 | 10.653 | 18.039 | 15.184 | 10.890 | 15.526 | 32.761 | 16.411 | 14.086 |
Singletask 1DCNN, No Spectral Trim | 7.231 | 6.120 | 6.794 | 8.955 | 17.452 | 14.501 | 10.791 | 14.983 | 32.677 | 15.691 | 13.519 |
MLP | 7.921 | 9.550 | 6.754 | 10.709 | 19.925 | 15.731 | 12.687 | 15.954 | 35.074 | 15.708 | 15.001 |
LSTM | 11.337 | 14.058 | 9.089 | 11.222 | 25.840 | 17.848 | 14.338 | 17.269 | 37.151 | 22.766 | 18.092 |
PLS | 7.076 | 7.650 | 7.264 | 9.179 | 19.181 | 17.477 | 10.639 | 16.069 | 34.937 | 14.350 | 14.382 |
XGBoost | 9.425 | 7.849 | 7.630 | 10.314 | 24.261 | 17.011 | 13.144 | 16.320 | 37.131 | 19.289 | 16.237 |
Ensemble | 6.767 | 6.543 | 6.655 | 8.188 | 16.843 | 14.549 | 9.763 | 13.902 | 31.965 | 14.301 | 12.948 |