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ResearchFormerly WizWand

Damage Assessment

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

xBD Hurricane Matthew upscaled full image

90.22VLM-As-A-Jury

4

Mar 25, 2026

xBD Moore Tornado upscaled full image

93.93VLM-As-A-Jury

4

Mar 25, 2026

xBD Matthew Hurricane upscaled full images v1.0

VRT-YOLOv11-VLM framework

62.42Average CLIPScore

4

Mar 25, 2026

xBD Moore Tornado upscaled full images v1.0

VRT-YOLOv11-VLM framework

63.34Average CLIPScore

4

Mar 25, 2026

xBD Matthew Hurricane cropped buildings

87.64VLM-As-A-Jury

4

Mar 25, 2026

xBD Moore Tornado subset cropped buildings

88.6VLM-As-A-Jury

4

Mar 25, 2026

xBD general upscaled full images v1.0

VLCE (QwenVL-baseline)

60.6Average CLIPScore

2

Mar 25, 2026