Table 5.
Based on the Waymo open dataset, select the comparison of different environmental factors in terms of ODA and OASR indicators.
| Method | Datasets: Waymo open dataset (Sun et al., 2020) | |||||||
|---|---|---|---|---|---|---|---|---|
| Ambient condition | ||||||||
| Day | Night | Sunny day | Rainy day | |||||
| ODA (%) | OASR (%) | ODA (%) | OASR (%) | ODA (%) | OASR (%) | ODA (%) | OASR (%) | |
| Xue et al. (2023) | 85.16 | 92.45 | 85.16 | 92.45 | 85.16 | 92.45 | 85.16 | 92.45 |
| Hao et al. (2023) | 93.22 | 93.04 | 86.21 | 91.04 | 73.28 | 94.71 | 91.65 | 90.78 |
| Taghavifar et al. (2023) | 86.02 | 94.25 | 74.98 | 90.16 | 83.23 | 95.71 | 78.51 | 95.11 |
| Lin et al. (2023) | 84.81 | 93.65 | 79.53 | 93.69 | 70.37 | 92.86 | 81.81 | 86.05 |
| Tan et al. (2023) | 70.98 | 90.56 | 92.37 | 92.54 | 70.65 | 92.27 | 70.29 | 92.92 |
| Xu L. et al. (2023) | 91.84 | 93.36 | 90.96 | 93.71 | 83.02 | 94.98 | 84.11 | 86.91 |
| Ours | 95.62 | 94.96 | 93.89 | 95.16 | 89.49 | 95.86 | 92.03 | 95.78 |