Table 7.
The average accuracy of FDI estimation models with different sensors and groups.
| Feature Source | Group | Training set | Test set | ||||
|---|---|---|---|---|---|---|---|
| R2 | RMSE | MAE | R2 | RMSE | MAE | ||
| RGB | ALL | 0.527 | 0.089 | 0.099 | 0.478 | 0.100 | 0.113 |
| GREEN | 0.627 | 0.081 | 0.092 | 0.558 | 0.091 | 0.103 | |
| RED | 0.279 | 0.103 | 0.118 | 0.576 | 0.084 | 0.096 | |
| MSI | ALL | 0.630 | 0.078 | 0.087 | 0.546 | 0.093 | 0.101 |
| GREEN | 0.690 | 0.074 | 0.083 | 0.645 | 0.081 | 0.092 | |
| RED | 0.475 | 0.110 | 0.120 | 0.308 | 0.141 | 0.162 | |
|
MULTISOURCE
(RGB and MSI) |
ALL | 0.674 | 0.071 | 0.082 | 0.578 | 0.089 | 0.100 |
| GREEN | 0.719 | 0.069 | 0.078 | 0.696 | 0.075 | 0.090 | |
| RED | 0.525 | 0.096 | 0.103 | 0.369 | 0.119 | 0.151 | |