Table 2. Ablation experiment results.
| Model | WeatherBlock | SAFM | FLOPs/M | Parameters/M | IOU/% | MIOU/% | Inference speed/FPS | ||
|---|---|---|---|---|---|---|---|---|---|
| Valid | Fog | Rain | |||||||
| Baseline | – | – | 4114.47 | 3.53 | 92.1 | 72.9 | 79.6 | 81.6 | 229.23 |
| SAFDN | ✓ | – | 8143.07 | 3.55 | 95.6 | 84.5 | 89.2 | 89.8 | 208.57 |
| SAFDN | – | ✓ | 4114.52 | 3.58 | 93.7 | 75.7 | 81.6 | 83.6 | 222.56 |
| SAFDN | ✓ | ✓ | 8143.12 | 3.60 | 96.4 | 88.0 | 93.7 | 92.7 | 205.06 |