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 mapRecall (%)Map change detectionRecall (%)Map updateRecall (%)
TruthNormalNewModifiedDeletedEmptyNormalNewModifiedDeletedEmptyNormalNewModifiedDeletedEmpty
Normal19990000100190504351095.291998001099.95
New000034500312003390.430305004088.40
Modified200000030170085.0030170085.00
Deleted291000002207262090.032504262090.03
Empty0000385071000610003789798.41051003849099.86

Precision (%)86.5300099.11F1-score 38.5198.7035.9225.3783.7099.99F1-score 78.3498.6185.6780.9599.6199.89F1-score 92.80