metadata
tags:
- earth-observation
- remote-sensing
- benchmark
- foundation-model
pretty_name: Copernicus-Bench
Dataset Card for Copernicus-Bench
A hierarchical ML benchmark for Copernicus Sentinels, with 15 datasets spread into three task levels covering all major Sentinel missions (S1,2,3,5P).
(Officially named "Copernicus-Bench", initially named "SentinelBench")
Dataset Details
Dataset Description
| Level | Name | Modality | Task | # Images | Image Size | # Classes | Source | License |
|---|---|---|---|---|---|---|---|---|
| L1 | Cloud-S2 | S2 TOA | segmentation (cloud) | 1699/567/551 | 512x512x13 | 4 | CloudSEN12 | CC 0 1.0 |
| L1 | Cloud-S3 | S3 OLCI | segmentation (cloud) | 1197/399/399 | 256x256x21 | 5 | new | CC BY 4.0 |
| L2 | EuroSAT-S1 | S1 GRD | classification (LULC) | 16200/5400/5400 | 64x64x2 | 10 | EuroSAT-SAR | CC BY 4.0 |
| L2 | EuroSAT-S2 | S2 TOA | classification (LULC) | 16200/5400/5400 | 64x64x13 | 10 | EuroSAT | MIT |
| L2 | BigEarthNet-S1 | S1 GRD | classification (LULC) | 11894/6117/5991 | 120x120x12 | 19 | BigEarthNet v2.0 | CDLA-Permissive-1.0 |
| L2 | BigEarthNet-S2 | S2 SR | classification (LULC) | 11894/6117/5991 | 120x120x12 | 19 | BigEarthNet v2.0 | CDLA-Permissive-1.0 |
| L2 | LC100Cls-S3 | S3 OLCI | classification (LULC) | 5181/1727/1727* | 96x96x21 | 23 | new | CC BY 4.0 |
| L2 | DFC2020-S1 | S1 GRD | segmentation (LULC) | 3156/986/986 | 256x256x13 | 10 | DFC2020 | CC BY 4.0 |
| L2 | DFC2020-S2 | S2 TOA | segmentation (LULC) | 3156/986/986 | 256x256x13 | 10 | DFC2020 | CC BY 4.0 |
| L2 | LC100Seg-S3 | S3 OLCI | segmentation (LULC) | 5181/1727/1727* | 96x96x21 (288x288) | 23 | new | CC BY 4.0 |
| L3 | Flood-S1 | S1 GRD | change detection (flood) | 3000/1000/1000 | 224x224x2 | 3 | Kuro Siwo | MIT |
| L3 | LCZ-S2 | S2 TOA | classification (local climate zone) | 15000/5000/5000 | 32x32x10 | 17 | So2Sat LCZ42 | CC BY 4.0 |
| L3 | Biomass-S3 | S3 OLCI | regression (biomass) | 3000/1000/1000* | 96x96x21 (288x288) | 1 | new | CC BY 4.0 |
| L3 | AQ-NO2-S5P | S5P NO2 | regression (air quality) | 1480/493/494* | 56x56x1 | 1 | new | CC BY 4.0 |
| L3 | AQ-O3-S5P | S5P O3 | regression (air quality) | 1480/493/494* | 56x56x1 | 1 | new | CC BY 4.0 |
L1: preprocessing, L2: base applications, L3: specialized applications. *: time series available.
- Curated by: Wang, Yi, et al.
- Funded by: ThinkingEarth (Horizon Europe 101130544)
- License: See individual datasets
Dataset Sources
- Repository: [More Information Needed]
- Paper: [More Information Needed]
Citation
[More Information Needed]