Table 2 Ablation study without or with different attention mechanisms.
From: Enhanced photovoltaic panel defect detection via adaptive complementary fusion in YOLO-ACF
Model | P(%)\(\uparrow\) | R(%)\(\uparrow\) | mAP50(%)\(\uparrow\) | mAP50-95(%)\(\uparrow\) | Params(M)\(\downarrow\) | FLOPs(G)\(\downarrow\) | Weight(MB)\(\downarrow\) | Time(ms)\(\downarrow\) | FPS\(\uparrow\) |
|---|---|---|---|---|---|---|---|---|---|
Without | 81.7 | 86.8 | 89.1 | 60.4 | 7.0 | 15.9 | 14.5 | 7.1 | 140 |
C3CA | 88.6 | 78.8 | 79.7 | 54.5 | 8.4 | 17.1 | 17.3 | 9.2 | 108 |
CA | 81.3 | 89.6 | 91.2 | 62.0 | 5.9 | 14.9 | 12.2 | 7.4 | 135 |
C3CBAM | 92.3 | 76.6 | 91.3 | 60.6 | 7.1 | 15.9 | 14.5 | 9.0 | 111 |
CBAM | 89.1 | 79.5 | 81.9 | 56.6 | 7.6 | 16.7 | 15.6 | 6.6 | 151 |
C3ACF | 89.0 | 92.3 | 92.7 | 62.4 | 7.3 | 15.2 | 15.0 | 9.4 | 106 |
ACF | 84.5 | 92.3 | 92.6 | 62.1 | 6.1 | 14.2 | 12.7 | 6.8 | 147 |
