Research Article
Cloud Update of Geodetic Normal Distribution Map Based on Crowd-Sourcing Detection against Road Environment Changes
Table 3
Confusion matrices about nonupdate, change detection based on single driving, and map update based on crowd-sourced data in simulations.
| | Base map | Recall (%) | Map change detection | Recall (%) | Map update | Recall (%) | Truth | | Normal | New | Modified | Deleted | Empty | Normal | New | Modified | Deleted | Empty | Normal | New | Modified | Deleted | Empty | Normal | 475 | 0 | 0 | 0 | 0 | 100 | 474 | 0 | 0 | 1 | 0 | 99.78 | 475 | 0 | 0 | 0 | 00 | 100 | New | 0 | 0 | 0 | 0 | 80 | 0 | 0 | 74 | 0 | 0 | 6 | 92.50 | 0 | 77 | 0 | 0 | 3 | 96.25 | Modified | 17 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 17 | 0 | 0 | 100 | 0 | 0 | 17 | 0 | 0 | 100 | Deleted | 135 | 0 | 0 | 0 | 0 | 0 | 18 | 0 | 3 | 114 | 0 | 84.44 | 0 | 0 | 0 | 135 | 0 | 100 | Empty | 0 | 0 | 0 | 0 | 16219 | 100 | 0 | 178 | 0 | 0 | 16041 | 98.90 | 0 | 0 | 0 | 0 | 16219 | 100 |
| Precision (%) | | 75.75 | 0 | 0 | 0 | 99.50 | F1-score 37.36 | 96.34 | 29.37 | 85.0 | 99.13 | 99.96 | F1-score 88.05 | 100 | 100 | 100 | 100 | 99.98 | F1-score 99.62 |
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