xBD
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
xBD pre
77.99IoU
50
xBD-disaster zero-shot generalization 10x10 grid
26.5Success Ratio
15
xBD (test)
80.6F1 Score (Overall)
15
xBD v1 (test)
0.874F1 (Floc)
14
xBD (test)
64.2Precision
11
xBD
52.8mIoU
10
xBD (test)
77.86CLIPScore (%)
8
xBD (test)
88.43F1 Score (Building)
8
xBD xView2 (test)
63.8F1 Score
7
xBD
76.33Region Classification Score 1
5
xBD-disaster (test)
40.02SR (C=4)
5
xBD pre (test)
38.25Success Ratio (C=4)
5
xBD xView2 (holdout)
77.02F1 Overall
5
xBD
86.86F1loc
4
xBD Hurricane Matthew upscaled full image
90.22VLM-As-A-Jury
4
xBD Moore Tornado upscaled full image
93.93VLM-As-A-Jury
4
xBD Matthew Hurricane upscaled full images v1.0
62.42Average CLIPScore
4
xBD Moore Tornado upscaled full images v1.0
63.34Average CLIPScore
4
xBD Hurricane Matthew (cropped building images, upscaled)
58.11Average CLIPScore
4
xBD Moore Tornado (cropped building images, upscaled)
59.66Average CLIPScore
4
xBD Matthew Hurricane cropped buildings
87.64VLM-As-A-Jury
4
xBD Moore Tornado subset cropped buildings
88.6VLM-As-A-Jury
4
xBD Temporal Set 1
96.37Accuracy
4
xBD satellite crops
73Overall Accuracy (OA)
2
xBD general upscaled full images v1.0
60.6Average CLIPScore
2