Specific performance of each detection model
| Model | Resolution ratio | ACC | MACC | IOU | MIOU | Time | ||
|---|---|---|---|---|---|---|---|---|
| Traffic light | Road | Pole | ||||||
| SegNeXt | 512 × 512 | 88.77 | 73.02 | 85.42 | 75.47 | 39.91 | 62.85 | 0.0953 |
| 1,080 × 1,080 | 89.84 | 79.67 | 89.95 | 76.31 | 50.39 | 69.85 | 0.2808 | |
| San | 512 × 512 | 86.10 | 73.44 | 82.21 | 72.08 | 37.92 | 60.53 | 0.1886 |
| 1,080 × 1,080 | 85.25 | 69.72 | 80.53 | 69.67 | 38.88 | 55.14 | 0.6272 | |
| DeepLabV3+ | 512 × 512 | 90.56 | 79.69 | 86.63 | 77.32 | 48.51 | 69.41 | 0.2511 |
| 1,080 × 1,080 | 86.72 | 73.12 | 82.46 | 65.88 | 44.41 | 61.64 | 0.5793 | |
| Resnest+DeepLabV3 | 512 × 512 | 87.79 | 72.67 | 83.19 | 74.74 | 42.04 | 62.79 | 0.2994 |
| 1,080 × 1,080 | 82.31 | 56.26 | 78.05 | 57.93 | 41.37 | 48.63 | 0.7706 | |
| Model | Resolution ratio | ACC | MACC | IOU | MIOU | Time | ||
|---|---|---|---|---|---|---|---|---|
| Traffic light | Road | Pole | ||||||
| SegNeXt | 512 × 512 | 88.77 | 73.02 | 85.42 | 75.47 | 39.91 | 62.85 | 0.0953 |
| 1,080 × 1,080 | 89.84 | 79.67 | 89.95 | 76.31 | 50.39 | 69.85 | 0.2808 | |
| San | 512 × 512 | 86.10 | 73.44 | 82.21 | 72.08 | 37.92 | 60.53 | 0.1886 |
| 1,080 × 1,080 | 85.25 | 69.72 | 80.53 | 69.67 | 38.88 | 55.14 | 0.6272 | |
| DeepLabV3+ | 512 × 512 | 90.56 | 79.69 | 86.63 | 77.32 | 48.51 | 69.41 | 0.2511 |
| 1,080 × 1,080 | 86.72 | 73.12 | 82.46 | 65.88 | 44.41 | 61.64 | 0.5793 | |
| Resnest+DeepLabV3 | 512 × 512 | 87.79 | 72.67 | 83.19 | 74.74 | 42.04 | 62.79 | 0.2994 |
| 1,080 × 1,080 | 82.31 | 56.26 | 78.05 | 57.93 | 41.37 | 48.63 | 0.7706 | |
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