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Dataset Card for SentinelBench
A hierarchical ML benchmark for Sentinels, with 15 subdatasets spread into three task levels covering all major Sentinel missions.
Dataset Details
Dataset Description
| Level | Name | Task | # Images | Image Size | # Classes | Source | License |
|---|---|---|---|---|---|---|---|
| L1 (Preprocessing) | |||||||
| L1 | Cloud-S2 | seg | 1699/567/551 | 512x512 | 4 | CloudSEN12 | CC BY-NC-SA 4.0 |
| L1 | Cloud-S3 | seg | 1197/399/399 | 256x256 | 5 | new | CC BY 4.0 |
| L2 (Base Applications) | |||||||
| L2 | EuroSAT-S1 | cls | 16200/5400/5400 | 64x64 | 10 | EuroSAT-SAR | CC BY 4.0 |
| L2 | EuroSAT-S2 | cls | 16200/5400/5400 | 64x64 | 10 | EuroSAT | MIT |
| L2 | BigEarthNet-S1 | cls | 11894/6117/5991 | 120x120 | 19 | BigEarthNet v2.0 | CDLA-Permissive-1.0 |
| L2 | BigEarthNet-S2 | cls | 11894/6117/5991 | 120x120 | 19 | BigEarthNet v2.0 | CDLA-Permissive-1.0 |
| L2 | LC100Cls-S3 | cls | 5181/1727/1727* | 96x96 | 23 | new | CC BY 4.0 |
| L2 | DFC2020-S1 | seg | 3156/986/986 | 256x256 | 10* | DFC2020 | CC BY 4.0 |
| L2 | DFC2020-S2 | seg | 3156/986/986 | 256x256 | 10* | DFC2020 | CC BY 4.0 |
| L2 | LC100Seg-S3 | seg | 5181/1727/1727* | 96x96 (282x282) | 23 | new | CC BY 4.0 |
| L3 (Specialized Applications) | |||||||
| L3 | Flood-S1 | seg | TBD | TBD | 3 | Kuro Siwo | MIT |
| L3 | LCZ-S2 | cls | 15000/5000/5000 | 32x32 | 17 | So2Sat LCZ42 | CC BY 4.0 |
| L3 | Biomass-S3 | reg | 3000/1000/1000* | 96x96 (282x282) | 1 | new | CC BY 4.0 |
| L3 | AQ-NO2-S5P | reg | 1480/493/494 | 56x56 | 1 | new | CC BY 4.0 |
| L3 | AQ-O3-S5P | reg | 1480/493/494 | 56x56 | 1 | new | CC BY 4.0 |
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