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A hierarchical ML benchmark for Sentinels, with three task levels covering all major Sentinel missions.
- level 1: preprocessing
- [x] S2 cloud segmentation
- [x] S3 cloud segmentation
- level 2: base application
- single label LULC classification
- [x] S1 EuroSAT-SAR
- [x] S2 EuroSAT-MS
- multi label LULC classification
- [x] S1 BigEarthNet-v2-SAR
- [x] S2 BigEarthNet-v2-MS
- [x] S3 LC100
- dense LULC segmentation
- [x] S1 DFC2020-SAR
- [x] S2 DFC2020-MS
- [x] S3 LC100
- level 3: specialized application
- [ ] S1 flood segmentation
- [x] S2 local climate zone classification
- [ ] S3 biomass regression
- S5P air quality regression
- [x] NO2
- [x] O3 |