Object Detection on Thyroid I (test)
0.991AP@0.5 (BN)Ultrasound-DETR
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Ultrasound-DETR2026.01 | 0.991 | 0.965 | 0.676 | 0.978 | 0.812 | 0.627 | 0.667 | 0.783 | |
| Yu et al.2026.01 | 0.987 | 0.959 | 0.653 | 0.973 | 0.768 | 0.43 | 0.646 | 0.755 | |
| Wang et al.2026.01 | 0.975 | 0.962 | 0.634 | 0.968 | 0.749 | 0.564 | 0.623 | 0.739 | |
| Chen et al. [41]2026.01 | 0.957 | 0.964 | 0.625 | 0.96 | 0.715 | 0.549 | 0.601 | 0.777 | |
| Faster-RCNN2026.01 | 0.928 | 0.802 | 0.438 | 0.865 | 0.392 | 0.107 | 0.408 | 0.663 | |
| DN-Deformable-DETR2026.01 | 0.922 | 0.963 | 0.621 | 0.943 | 0.706 | 0.452 | 0.601 | 0.793 | |
| Zhou et al.2026.01 | 0.912 | 0.946 | 0.621 | 0.929 | 0.729 | 0.475 | 0.603 | 0.785 | |
| Lite-DETR2026.01 | 0.911 | 0.957 | 0.625 | 0.934 | 0.736 | 0.316 | 0.607 | 0.791 | |
| RetinaNet2026.01 | 0.905 | 0.965 | 0.643 | 0.935 | 0.742 | 0.429 | 0.623 | 0.769 | |
| Chen et al. [42]2026.01 | 0.905 | 0.913 | 0.575 | 0.909 | 0.676 | 0.545 | 0.572 | 0.648 | |
| YOLOv122026.01 | 0.898 | 0.967 | 0.596 | 0.933 | 0.738 | 0.555 | 0.628 | 0.789 | |
| Salience-DETR2026.01 | 0.883 | 0.964 | 0.628 | 0.924 | 0.735 | 0.403 | 0.628 | 0.701 | |
| Deformable-DETR2026.01 | 0.878 | 0.939 | 0.509 | 0.908 | 0.516 | 0.266 | 0.525 | 0.535 | |
| Deim2026.01 | 0.847 | 0.965 | 0.637 | 0.906 | 0.739 | 0.549 | 0.616 | 0.771 | |
| YOLOv112026.01 | 0.841 | 0.964 | 0.608 | 0.902 | 0.739 | 0.555 | 0.573 | 0.62 | |
| DETR2026.01 | 0.84 | 0.942 | 0.516 | 0.891 | 0.583 | 0.299 | 0.492 | 0.749 | |
| Liu et al.2026.01 | 0.81 | 0.931 | 0.565 | 0.87 | 0.679 | 0.549 | 0.552 | 0.652 | |
| YOLOv72026.01 | 0.733 | 0.885 | 0.523 | 0.809 | 0.608 | 0.493 | 0.521 | 0.609 | |
| Meng et al.2026.01 | 0.363 | 0.838 | 0.369 | 0.6 | 0.415 | 0.059 | 0.379 | 0.71 |