Table 6.
Processing time (minutes) using the standard per-pixel hyperparameters optimization vs. the proposed methodology (i.e., precalculated per crop-type/global hyperparameters). Computer specifications: CPU i7-8700k @ 3.7 Ghz with 32 gb of RAM, running under windows 10—Matlab 2018b.
| Crop Type | No. of Pixels | Time (m) | ||
|---|---|---|---|---|
| θpp | [θpc,θgl] | Ratio | ||
| Wheat | 62,482 | 104.136 | 1.145 | 90.95 |
| Corn | 36,065 | 60.108 | 0.661 | 90.93 |
| Barley | 44,154 | 73.590 | 0.809 | 9.,96 |
| Sunflower | 29,463 | 49.105 | 0.540 | 90.94 |
| Rape | 23,467 | 39.111 | 0.430 | 90.96 |
| Pea | 14,726 | 24.543 | 0.269 | 91.24 |
| Alfalfa | 21,683 | 36.138 | 0.397 | 91.03 |
| Beet | 16,466 | 27.443 | 0.301 | 91.17 |
| Potato | 14,337 | 23.895 | 0.262 | 91.20 |
| Total | 262,843 | 438.069 | 4.814 | - |