Table 2.
Performance analysis over various input sizes of YOLOv3
| Input size | |||
|---|---|---|---|
| 416 x416 | 608x608 | 832x832 | |
| Precision | 0.76 | 0.76 | 0.73 |
| Recall | 0.79 | 0.80 | 0.75 |
| F1-Score | 0.77 | 0.78 | 0.74 |
| mAP@50 | 63.99% | 66.84% | 61.73% |
| BFLOPS | 65.31 | 139.512 | 261.247 |
| FPS | 21.2 | 10.9 | 6.9 |
| Inference time (ms) | 47.1 | 91.74 | 144.92 |