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# Dataset Card for SentinelBench

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A hierarchical ML benchmark for Sentinels, with 15 subdatasets spread into three task levels covering all major Sentinel missions.

## Dataset Details

### Dataset Description

<!-- Provide a longer summary of what this dataset is. -->

| 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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### Dataset Sources [optional]

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## Uses

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### Direct Use

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## Dataset Structure

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## Dataset Creation

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### Source Data

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#### Data Collection and Processing

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### Annotations [optional]

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#### Annotation process

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#### Who are the annotators?

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#### Personal and Sensitive Information

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## Bias, Risks, and Limitations

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### Recommendations

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## Citation [optional]

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## Glossary [optional]

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