| Number | AP@0.5(%) | mAP@0.5 | FPS (ms) | ||||
| MBConv | BRA | CARAFE | RFE | Mish | |||
| Faster R-CNN | 78 | 64 | 57 | 70 | 71 | 75.6 | 18 |
| SSD | 79 | 62 | 60 | 74 | 70 | 77.5 | 44 |
| Mask R-CNN | 80 | 68 | 78 | 75 | 69 | 81.3 | 52 |
| YOLOv5s | 85 | 83 | 80 | 82 | 84 | 87.4 | 100 |
| DETR | 92 | 82 | 78 | 81 | 86 | 87.9 | 65 |
| YOLOv7 | 94 | 83 | 84 | 88 | 87 | 90.3 | 86 |
| GF-YOLOv7 | 95 | 86 | 86 | 89 | 89 | 91.3 | 90 |
| MBRC-YOLOv7 | 98 | 93 | 90 | 94 | 93 | 95.2 | 92 |