Model | Prohibitory | Waring | Mandatory | |||
mAP (0.5) | mAP (0.5:0.95) | mAP (0.5) | mAP (0.5:0.95) | mAP (0.5) | mAP (0.5:0.95) | |
Repo | 80.90 | 52.8 | 86.17 | 52.93 | 71 | 46.8 |
GAM | 84.53 (+3.63) | 56.77 (+3.97) | 88.2 (+2.03) | 55.9 (+2.97) | 74.17 (+3.17) | 49.5 (+2.7) |
Bi-FPN | 84.17 (+3.27) | 56.43 (+3.63) | 87.8 (+1.63) | 55.07 (+2.14) | 74.53 (+3.53) | 49.67 (+2.87) |
SIoU | 84.83 (+3.93) | 56.7 (+3.9) | 87.63 (+1.46) | 56.43 (+3.5) | 73.57 (+2.57) | 49.3 (+2.5) |
Imp-YOLO | 85.7 (+4.8) | 62.5 (+9.7) | 89.8 (+3.63) | 61.2 (+8.27) | 81.5 (+10.5) | 58.9 (+12.1) |