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