Table 1 Evaluation metrics

From: An open-source tool for mapping war destruction at scale in Ukraine using Sentinel-1 time series

Label

Precision

Recall

F1

Accuracy

AUC

Damaged

67.1 (90.3)

84.6 (46.5)

74.9 (61.4)

80.3 (79.7)

81.3 (71.9)

Undamaged

90.5 (77.4)

78.0 (97.3)

83.8 (86.2)

  1. Quantitative detection performance relative to UNOSAT labels (at previously unseen locations), using a confidence threshold of 0.5. Values in parentheses indicate performance at the threshold of 0.655, reaching a target precision of 90%. The undamaged class is evaluated using the same locations, but acquisition windows before the full-scale invasion. All metrics are given as percentages.
Back to article page