Table 4 Comparison of Different Attention Methods on the FracAtlas Dataset.
From: WCAY object detection of fractures for X-ray images of multiple sites
Method | Parameters/M | GFLOPs | Precision | Recall | mAP50(%) |
|---|---|---|---|---|---|
Baseline | 11.13 | 28.4 | 79.8 | 41.4 | 47.9 |
+GAM | 17.68 | 33.7 | 56.7 | 44.3 | 43.5 |
+CBAM | 11.39 | 28.4 | 70.4 | 42.3 | 47.2 |
+SE | 11.16 | 28.4 | 76.0 | 42.0 | 50.2 |
+CA | 11.15 | 28.4 | 72.4 | 46.6 | 50.6 |
+WCA | 12.44 | 28.5 | 72.3 | 47.7 | 53.3 |