xBD
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Building Extraction | xBD pre | IoU43.1 | 16 | |
| Active Geo-localization | xBD-disaster zero-shot generalization 10x10 grid | Success Ratio26.5 | 15 | |
| Building Damage Assessment | xBD (test) | F1 Score (Overall)80.6 | 15 | |
| Building Damage Assessment | xBD v1 (test) | F1 (Floc)0.8738 | 14 | |
| Vision-Language Captioning | xBD (test) | CLIPScore (%)77.86 | 8 | |
| Building Detection | xBD (test) | F1 Score (Building)88.43 | 8 | |
| Building Damage Detection | xBD xView2 (test) | F1 Score63.8 | 7 | |
| Aerial Goal Localization | xBD-disaster (test) | SR (C=4)40.02 | 5 | |
| Aerial Goal Localization | xBD pre (test) | Success Ratio (C=4)38.25 | 5 | |
| Building Damage Assessment | xBD xView2 (holdout) | F1 Overall77.02 | 5 | |
| Scene Classification | xBD Temporal Set 1 | Accuracy96.37 | 4 |
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