Datasets › xBD
xBD
The xBD dataset contains over 45,000KM2 of polygon labeled pre and post disaster imagery. The dataset provides the post-disaster imagery with transposed polygons from pre over the buildings, with damage classification labels.
Source: xBD Image Source: Gupta et al
Benchmarks archive 2025-07-28
All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Extracting Buildings In Remote Sensing Images | xBD | SiamixFormer-5 F1 88.43 | SiamixFormer: a fully-transformer Siamese network with... | — | 7 | Compare |
| 2D Semantic Segmentation | xBD | MambaBDA-Base Weighted Average F1-score 0.8141 | ChangeMamba: Remote Sensing Change Detection With... | chenhongruixuan/mambacd | 5 | Compare |
Papers archive 2025-07-28
7 shown of 7 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 51. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| ChangeMamba: Remote Sensing Change Detection With Spatiotemporal State Space Model | 1 | 1 | 4 Apr 2024 | ran 5 of 9 samples (4 unverified) |
| SiamixFormer: a fully-transformer Siamese network with temporal Fusion for accurate building detection and change detection in bi-temporal remote sensing images | 0 | 6 | 1 Aug 2022 | not harvested |
| Dual-Tasks Siamese Transformer Framework for Building Damage Assessment | 0 | 1 | 26 Jan 2022 | not harvested |
| BDANet: Multiscale Convolutional Neural Network with Cross-directional Attention for Building Damage Assessment from Satellite Images | 1 | 1 | 16 May 2021 | not harvested |
| Cross-directional Feature Fusion Network for Building Damage Assessment from Satellite Imagery | 0 | 1 | 27 Oct 2020 | not harvested |
| Building Disaster Damage Assessment in Satellite Imagery with Multi-Temporal Fusion | 1 | 1 | 12 Apr 2020 | ran 0 of 1 samples (1 unverified) |
| xBD: A Dataset for Assessing Building Damage from Satellite Imagery | 4 | 1 | 21 Nov 2019 | ran 0 of 1 samples (1 unverified) |
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- xBD
1 variant name, as the archive lists them.
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