Table 4.
Results of ablation experiments.
| Model | P | R | mAP50 | Acc | Model memory usage |
|---|---|---|---|---|---|
| YOLOV8m | 93.7% | 95.0% | 99.0% | 95.2% | 49.6 MB |
| YOLOV8m-MobileOne | 93.8% | 95.7% | 98.9% | 95.5% | 47.9 MB |
| YOLOV8m-GhostConv | 91.9% | 96.5% | 98.9% | 94.8% | 45.3 MB |
| Light-YOLO | 93.8% | 97.2% | 98.9% | 96.1% | 41.3 MB |
| YOLOV8m-N | 92.7% | 94.0% | 98.6% | 94.9% | 49.6 MB |
| YOLOV8m-MobileOne-N | 92.7% | 95.0% | 98.6% | 95.2% | 47.9 MB |
| YOLOV8m-GhostConv- N | 91.2% | 95.7% | 98.5% | 94.2% | 45.3 MB |
| Light-YOLO-N | 92.5% | 96.5% | 98.6% | 95.5% | 41.3 MB |
“-N” indicates that the model is without data augmentation.