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Building Damage Assessment research benchmarks · SOTA2 Research

Building Damage Assessment

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

80.6F1 Score (Overall)

15

Feb 26, 2026

0.874F1 (Floc)

14

Feb 26, 2026

91.71F1 (bcd)

10

Apr 8, 2026

xBD xView2 (holdout)

77.02F1 Overall

5

Feb 26, 2026

86.86F1loc

4

Apr 10, 2026

xBD Hurricane Matthew (cropped building images, upscaled)

VRT-YOLOv11-VLM framework

58.11Average CLIPScore

4

Mar 25, 2026

xBD Moore Tornado (cropped building images, upscaled)

VRT-YOLOv11-VLM framework

59.66Average CLIPScore

4

Mar 25, 2026

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