Research Article
Double-Balanced Loss for Imbalanced Colorectal Lesion Classification
Table 7
Performance of different loss functions on the three test sets.
| Dataset | Loss | AP | AP50 | AP75 | AR | AR10 | AR100 |
| SSPH_WL-II | DB | 0.598 | 0.858 | 0.712 | 0.675 | 0.731 | 0.733 | WCE | 0.577 | 0.842 | 0.669 | 0.658 | 0.724 | 0.724 | FL | 0.571 | 0.813 | 0.662 | 0.667 | 0.719 | 0.719 | CB | 0.574 | 0.834 | 0.681 | 0.661 | 0.728 | 0.726 |
| Kvasir | DB | 0.528 | 0.833 | 0.552 | 0.601 | 0.661 | 0.661 | WCE | 0.458 | 0.764 | 0.459 | 0.581 | 0.637 | 0.637 | FL | 0.453 | 0.739 | 0.459 | 0.581 | 0.639 | 0.639 | CB | 0.500 | 0.788 | 0.570 | 0.605 | 0.661 | 0.661 |
| CVC | DB | 0.639 | 0.948 | 0.745 | 0.677 | 0.770 | 0.770 | WCE | 0.593 | 0.885 | 0.668 | 0.662 | 0.705 | 0.705 | FL | 0.597 | 0.864 | 0.668 | 0.663 | 0.711 | 0.712 | CB | 0.619 | 0.905 | 0.676 | 0.672 | 0.735 | 0.735 |
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