Table 6 Comparison of WCAY with different detection algorithms on the FracAtlas dataset. The detection methods compared include the YOLO Series, the DETR Series, and other single-stage detection algorithms.
From: WCAY object detection of fractures for X-ray images of multiple sites
Method | Parameters/M | GFLOPs | Precision | Recall | mAP50(%) |
|---|---|---|---|---|---|
YOLO Series | |||||
YOLOv5-n | 2.50 | 7.1 | 66.8 | 33.3 | 38.9 |
YOLOv5-s | 9.11 | 23.8 | 70.6 | 40.8 | 48.4 |
YOLOv5-m | 25.05 | 64.0 | 64.0 | 48.3 | 50.5 |
YOLOv6-n | 4.23 | 11.8 | 68.7 | 35.6 | 39.1 |
YOLOv6-s | 16.30 | 44.0 | 61.9 | 36.8 | 40.5 |
YOLOv6-m | 51.98 | 161.1 | 72.4 | 37.4 | 39.7 |
YOLOv8-n | 3.01 | 8.1 | 60.7 | 41.4 | 42.3 |
YOLOv8-s | 11.13 | 28.4 | 79.8 | 41.4 | 47.9 |
YOLOv8-m | 25.84 | 78.7 | 67.5 | 45.4 | 50.8 |
DETR Series | |||||
DETR-R5046 | 41.56 | 74.5 | 42.2 | 43.0 | 42.2 |
DAB-DETR-R5050 | 43.70 | 79.7 | 44.2 | 46.4 | 44.2 |
Conditional-DETR-R5051 | 43.45 | 78.4 | 50.1 | 36.3 | 50.1 |
RT-DETR-R504952 | 41.94 | 125.6 | 51.1 | 48.3 | 51.1 |
Other single-stage models | |||||
FreeAnchor-R5048 | 36.33 | 159.0 | 49.5 | 34.5 | 49.5 |
TOOD-R5047 | 32.02 | 153.0 | 39.6 | 33.7 | 39.6 |
Ours models | |||||
WCAY-n | 3.60 | 8.2 | 70.9 | 43.1 | 47.2 |
WCAY-s | 13.45 | 29.0 | 76.2 | 51.7 | 56.7 |
WCAY-m | 30.06 | 80.0 | 65.9 | 49.4 | 51.9 |
