Table 4.
Performance analysis over various input sizes of YOLOv3Tiny
| Input size | |||
|---|---|---|---|
| 416 × 416 | 608 × 608 | 832 × 832 | |
| Precision | 0.71 | 0.72 | 0.68 |
| Recall | 0.66 | 0.70 | 0.68 |
| F1-Score | 0.77 | 0.78 | 0.74 |
| mAP@50 | 56.27% | 55.08% | 56.57% |
| BFLOPS | 5.449 | 11.640 | 21.797 |
| FPS | 138 | 72 | 46.5 |
| Inference time (ms) | 7.2 | 13.8 | 21.5 |