Research Article
Accurate Detection and Tracking of Small-Scale Vehicles in High-Altitude Unmanned Aerial Vehicle Bird-View Imagery
Table 2
Comparison results of ablation experiments.
| Methods | Block | Metric (%) | QC | CBAM | EIoU | mAP@0.5 | mAP@0.5:0.95 | Recall | Precision | F1-score |
| YOLOX | | | | 86.71 | 75.32 | 92.81 | 95.65 | 94.21 | √ | | | 87.83 | 76.51 | 92.99 | 96.58 | 94.75 | | √ | | 87.87 | 75.93 | 92.18 | 95.52 | 93.82 | | | √ | 87.79 | 76.14 | 92.70 | 96.67 | 94.64 | √ | √ | | 88.31 | 77.12 | 92.36 | 96.45 | 94.36 | √ | | √ | 88.11 | 77.33 | 92.07 | 97.60 | 94.75 | | √ | √ | 88.21 | 76.75 | 92.88 | 96.54 | 94.67 |
| Ours | √ | √ | √ | 89.57 | 77.84 | 94.55 | 97.28 | 95.39 |
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