Table 7 CDPD method’s precision variation during testing
From: Pest detection in dynamic environments: an adaptive continual test-time domain adaptation strategy
t | Precision\(\uparrow\) | Recall\(\uparrow\) | mAP50\(\uparrow\) | mAP50-95\(\uparrow\) |
|---|---|---|---|---|
CDPD(v9c) | 0.538 | 0.518 | 0.567 | 0.317 |
CDPD(v9e) | 0.553 | 0.559 | 0.577 | 0.361 |
CDPD(v9c-seg) | 0.544 | 0.493 | 0.508 | 0.362 |
CDPD(v9e-seg) | 0.548 | 0.474 | 0.515 | 0.381 |
15 | Precision\(\uparrow\) | Recall\(\uparrow\) | mAP50\(\uparrow\) | mAP50-95\(\uparrow\) |
|---|---|---|---|---|
CDPD(v9c) | 0.649 | 0.627 | 0.645 | 0.412 |
CDPD(v9e) | 0.648 | 0.632 | 0.661 | 0.437 |
CDPD(v9c-seg) | 0.657 | 0.605 | 0.582 | 0.451 |
CDPD(v9e-seg) | 0.639 | 0.613 | 0.597 | 0.468 |
30 | Precision\(\uparrow\) | Recall\(\uparrow\) | mAP50\(\uparrow\) | mAP50-95\(\uparrow\) |
|---|---|---|---|---|
CDPD(v9c) | 0.696 | 0.694 | 0.705 | 0.479 |
CDPD(v9e) | 0.705 | 0.696 | 0.724 | 0.493 |
CDPD(v9c-seg) | 0.699 | 0.663 | 0.627 | 0.506 |
CDPD(v9e-seg) | 0.697 | 0.672 | 0.635 | 0.517 |
45 | Precision\(\uparrow\) | Recall\(\uparrow\) | mAP50\(\uparrow\) | mAP50-95\(\uparrow\) |
|---|---|---|---|---|
CDPD(v9c) | 0.711 | 0.713 | 0.723 | 0.493 |
CDPD(v9e) | 0.721 | 0.709 | 0.738 | 0.513 |
CDPD(v9c-seg) | 0.707 | 0.681 | 0.645 | 0.505 |
CDPD(v9e-seg) | 0.709 | 0.717 | 0.653 | 0.521 |