Table 5 Accuracy of the MT-DAM’s object detection and image segmentation tasks without DynamicDA
From: Pest detection in dynamic environments: an adaptive continual test-time domain adaptation strategy
Original environment | Precision\(\uparrow\) | Recall\(\uparrow\) | mAP50\(\uparrow\) | mAP50-95\(\uparrow\) |
|---|---|---|---|---|
MT-DAM(v9c) | 0.684 | 0.72 | 0.746 | 0.504 |
MT-DAM(v9e) | 0.701 | 0.713 | 0.745 | 0.507 |
MT-DAM(v9c-seg) | 0.624 | 0.651 | 0.638 | 0.517 |
MT-DAM(v9e-seg) | 0.669 | 0.631 | 0.639 | 0.523 |
Target environment | Precision\(\uparrow\) | Recall\(\uparrow\) | mAP50\(\uparrow\) | mAP50-95\(\uparrow\) |
|---|---|---|---|---|
MT-DAM(v9c) | 0.506 | 0.484 | 0.503 | 0.296 |
MT-DAM(v9e) | 0.514 | 0.551 | 0.549 | 0.343 |
MT-DAM(v9c-seg) | 0.507 | 0.438 | 0.481 | 0.346 |
MT-DAM(v9e-seg) | 0.509 | 0.447 | 0.497 | 0.372 |