Research Article
Cloud Update of Geodetic Normal Distribution Map Based on Crowd-Sourcing Detection against Road Environment Changes
Table 5
Confusion matrices about nonupdate, change detection based on single driving, and map update based on crowd-sourced data in experiments.
| | 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 | 1999 | 0 | 0 | 0 | 0 | 100 | 1905 | 0 | 43 | 51 | 0 | 95.29 | 1998 | 0 | 0 | 1 | 0 | 99.95 | New | 0 | 0 | 0 | 0 | 345 | 0 | 0 | 312 | 0 | 0 | 33 | 90.43 | 0 | 305 | 0 | 0 | 40 | 88.40 | Modified | 20 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 17 | 0 | 0 | 85.00 | 3 | 0 | 17 | 0 | 0 | 85.00 | Deleted | 291 | 0 | 0 | 0 | 0 | 0 | 22 | 0 | 7 | 262 | 0 | 90.03 | 25 | 0 | 4 | 262 | 0 | 90.03 | Empty | 0 | 0 | 0 | 0 | 38507 | 100 | 0 | 610 | 0 | 0 | 37897 | 98.41 | 0 | 51 | 0 | 0 | 38490 | 99.86 |
| Precision (%) | | 86.53 | 0 | 0 | 0 | 99.11 | F1-score 38.51 | 98.70 | 35.92 | 25.37 | 83.70 | 99.99 | F1-score 78.34 | 98.61 | 85.67 | 80.95 | 99.61 | 99.89 | F1-score 92.80 |
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