Table 5.
Evaluation results of various modules on the WeedMap dataset.
| NETWORKS | Soil IOU | Crop IOU | Weed IOU | MIOU | Params (M) | FLOPs (G) | Precision | Recall | F1score |
|---|---|---|---|---|---|---|---|---|---|
| UVI | 0.9722 | 0.7254 | 0.6171 | 0.7716 | 0.1072 | 0.1219 | 0.8566 | 0.8257 | 0.8409 |
| 0.8157 | 0.7171 | 0.7632 | |||||||
| UVI+RDC | 0.9722 | 0.7298 | 0.6265 | 0.7762 | 0.0649 | 0.1063 | 0.8157 | 0.8739 | 0.8438 |
| 0.7890 | 0.7527 | 0.7704 | |||||||
| UVI+DA | 0.9728 | 0.7278 | 0.6329 | 0.7779 | 0.1496 | 0.2467 | 0.8457 | 0.8392 | 0.8424 |
| 0.7975 | 0.7541 | 0.7752 | |||||||
| UVI+SCA | 0.9729 | 0.7324 | 0.6354 | 0.7802 | 0.1073 | 0.1305 | 0.8424 | 0.8488 | 0.8456 |
| 0.8215 | 0.7371 | 0.777 | |||||||
| UVI+RDC +DA |
0.9727 | 0.7270 | 0.6428 | 0.7809 | 0.1073 | 0.2312 | 0.8099 | 0.8766 | 0.8420 |
| 0.7634 | 0.8028 | 0.7826 | |||||||
| UVI+RDC +DA+SCA | 0.9730 | 0.7330 | 0.6511 | 0.7857 | 0.1074 | 0.2397 | 0.8328 | 0.8595 | 0.8460 |
| 0.7793 | 0.7984 | 0.7887 |
Bold text indicates the best results for each indicator.