Table 1.
Metrics comparison for different backbones.
| Methods | IoU | F1-Score | Prediction Time (ms) | Parameters (Million) |
Memory Size (MB) |
|---|---|---|---|---|---|
| ResNet34 | 83.18 | 89.49 | 3.98 | 21.44 | 81.78 |
| ResNet50 | 81.46 | 89.31 | 4.16 | 24.30 | 92.70 |
| VGG16 | 78.85 | 88.09 | 4.98 | 39.34 | 150.09 |
| EfficientNet-B5 | 81.17 | 89.42 | 7.97 | 28.41 | 108.40 |
| MobileNet-V3Large | 77.09 | 86.97 | 2.98 | 3.02 | 11.52 |
| ViT-B/16 | 81.66 | 89.76 | 12.95 | 24.35 | 92.89 |