Object Detection on BUSI
78.3AP@0.5 (BN)YOLOv12
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| YOLOv122026.01 | 78.3 | 54.3 | 45.4 | 66.3 | 47.8 | 60 | 35.7 | 40.5 | |
| DETR2026.01 | 74.9 | 63 | 42.3 | 68.9 | 46.1 | 30 | 27.4 | 43.3 | |
| Lite-DETR2026.01 | 74.5 | 57 | 45.5 | 65.7 | 48.7 | 4.4 | 34 | 44.7 | |
| Ultrasound-DETR2026.01 | 74.4 | 66.8 | 47.2 | 70.6 | 58.5 | 60 | 38.9 | 47 | |
| Chen et al. [41]2026.01 | 74.2 | 55.6 | 39.4 | 64.9 | 41.6 | 50 | 29.5 | 39.5 | |
| Meng et al.2026.01 | 74.1 | 64.9 | 39.1 | 69.5 | 38.9 | 4.4 | 35.6 | 40.4 | |
| Zhou et al.2026.01 | 73.8 | 53.4 | 42.3 | 63.6 | 45.8 | 40 | 29.6 | 42.1 | |
| Liu et al.2026.01 | 71.7 | 57.3 | 40.6 | 64.5 | 45.1 | 50 | 26.3 | 41.9 | |
| RetinaNet2026.01 | 71.4 | 59.2 | 39.8 | 65.3 | 40.1 | 20 | 32.9 | 39.6 | |
| DN-Deformable-DETR2026.01 | 71.4 | 61.8 | 44.1 | 66.6 | 46.3 | 36.4 | 30.2 | 43.7 | |
| YOLOv72026.01 | 71.1 | 42.9 | 35.6 | 57 | 39.9 | 60 | 26.5 | 33.7 | |
| Salience-DETR2026.01 | 70.9 | 56.1 | 41.6 | 63.5 | 41.7 | 8 | 30.8 | 42.1 | |
| YOLOv112026.01 | 70.6 | 46.8 | 36.5 | 58.7 | 38.8 | 60 | 31.6 | 28.8 | |
| Faster-RCNN2026.01 | 68.9 | 69.3 | 41.3 | 69.1 | 46.4 | 20 | 22.9 | 43.8 | |
| Wang et al.2026.01 | 68.1 | 58.7 | 40.6 | 63.4 | 45.6 | 40 | 29.9 | 39.3 | |
| Chen et al. [42]2026.01 | 67.9 | 50.5 | 30.5 | 59.2 | 29.2 | 50 | 23.2 | 30.7 | |
| Deim2026.01 | 67.2 | 50 | 43.5 | 58.6 | 50.2 | 35 | 37.3 | 41.6 | |
| Deformable-DETR2026.01 | 65.4 | 49.1 | 38.8 | 57.3 | 45.4 | 47.6 | 30.8 | 37.9 | |
| Yu et al.2026.01 | 63.3 | 59.1 | 38.4 | 61.2 | 42.1 | 60 | 33.1 | 35 |