Table 4.
Ablation experiments on the VM dataset.
| Backbone | L-ASPP | Detailed Refiner | CE | Size | MAD (1 × 103) | MSE (1 × 103) | Grad | Conn | dtSSD (1 × 102) |
|---|---|---|---|---|---|---|---|---|---|
| MobileNet-v3 | - | - | - | 512 × 288 | 6.08 | 1.47 | 0.88 | 0.41 | 1.36 |
| ResNet-50 | - | - | - | 512 × 288 | 5.66 | 0.92 | 0.75 | 0.37 | 1.32 |
| ResNet-101 | - | - | - | 512 × 288 | 5.62 | 0.91 | 0.72 | 0.34 | 1.29 |
| FasterNet | - | - | - | 512 × 288 | 28.81 | 17.16 | 5.35 | 3.53 | 2.24 |
| FasterNet* | - | - | - | 512 × 288 | 5.40 | 0.88 | 0.71 | 0.29 | 1.19 |
| FasterNet* | ✓ | - | - | 512 × 288 | 5.39 | 0.88 | 0.69 | 0.28 | 1.17 |
| FasterNet* | ✓ | - | ✓ | 512 × 288 | 5.31 | 0.79 | 0.65 | 0.26 | 1.08 |
| FasterNet* | ✓ | - | - | 1920 × 1080 | 5.54 | 0.91 | 9.32 | - | 1.82 |
| FasterNet* | ✓ | ✓ | - | 1920 × 1080 | 5.51 | 0.91 | 9.25 | - | 1.68 |
| FasterNet* | ✓ | ✓ | ✓ | 1920 × 1080 | 5.46 | 0.87 | 9.20 | - | 1.62 |