Table 2 Ablation Experiment Results in the Cross-Domain Environment
From: Pest detection in dynamic environments: an adaptive continual test-time domain adaptation strategy
Strong  augmenter | Weak  augmenter | MT-DAM | Precision \(\uparrow\) | Recall \(\uparrow\) | mAP50 \(\uparrow\) | mAP50-95 \(\uparrow\) |
|---|---|---|---|---|---|---|
✗ | ✗ | ✗ | 0.431 | 0.402 | 0.376 | 0.239 |
\(\checkmark\) | ✗ | ✗ | 0.478 | 0.463 | 0.477 | 0.281 |
✗ | \(\checkmark\) | ✗ | 0.474 | 0.439 | 0.438 | 0.263 |
✗ | ✗ | \(\checkmark\) | 0.506 | 0.484 | 0.503 | 0.296 |
\(\checkmark\) | \(\checkmark\) | ✗ | 0.502 | 0.478 | 0.494 | 0.289 |
\(\checkmark\) | ✗ | \(\checkmark\) | 0.526 | 0.503 | 0.524 | 0.311 |
✗ | \(\checkmark\) | \(\checkmark\) | 0.514 | 0.507 | 0.519 | 0.305 |
\(\checkmark\) | \(\checkmark\) | \(\checkmark\) | 0.538 | 0.518 | 0.537 | 0.317 |