Commit ·
b2084f4
1
Parent(s): a1f5c52
Update README for 40 configs, id_test split, and elevation shift
Browse files- README.md +192 -88
- tools/update_readme_yaml.py +1 -1
README.md
CHANGED
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---
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configs:
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- config_name:
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data_files:
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- split: train
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path: "data/configs/
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- split: ood_test
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path: "data/configs/
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- config_name:
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data_files:
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- split: train
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path: "data/configs/
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- split: ood_test
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path: "data/configs/
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- config_name:
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data_files:
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- split: train
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path: "data/configs/
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- split: ood_test
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path: "data/configs/
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- config_name:
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data_files:
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- split: train
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path: "data/configs/
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- split: ood_test
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path: "data/configs/
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- config_name:
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data_files:
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- split: train
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path: "data/configs/
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- config_name: biome_Rajasthan_train_WET__ood_DRY
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data_files:
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- split: train
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path: "data/configs/biome_Rajasthan_train_WET__ood_DRY/train-*.parquet"
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- split: ood_test
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path: "data/configs/biome_Rajasthan_train_WET__ood_DRY/ood_test-*.parquet"
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- config_name: biome_Rajasthan_train_WET__ood_DRY__fs1
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data_files:
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- split: train
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path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs1/train-*.parquet"
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- split: ood_test
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path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs1/ood_test-*.parquet"
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- config_name: biome_Rajasthan_train_WET__ood_DRY__fs10
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data_files:
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- split: train
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path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs10/train-*.parquet"
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- split: ood_test
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path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs10/ood_test-*.parquet"
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- config_name: biome_Rajasthan_train_WET__ood_DRY__fs100
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data_files:
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- split: train
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path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs100/train-*.parquet"
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- split: ood_test
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path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs100/ood_test-*.parquet"
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- config_name: biome_Rajasthan_train_WET__ood_DRY__fsall
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data_files:
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- split: train
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path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fsall/train-*.parquet"
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- config_name: elev_Karnataka_train_HIGH__ood_LOW
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data_files:
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- split: train
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path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW/train-*.parquet"
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- split: ood_test
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path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW/ood_test-*.parquet"
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- config_name: elev_Karnataka_train_HIGH__ood_LOW__fs1
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data_files:
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- split: train
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path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs1/train-*.parquet"
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- split: ood_test
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path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs1/ood_test-*.parquet"
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- config_name: elev_Karnataka_train_HIGH__ood_LOW__fs10
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data_files:
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- split: train
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path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs10/train-*.parquet"
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- split: ood_test
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path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs10/ood_test-*.parquet"
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- config_name: elev_Karnataka_train_HIGH__ood_LOW__fs100
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data_files:
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- split: train
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path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs100/train-*.parquet"
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- split: ood_test
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path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs100/ood_test-*.parquet"
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- config_name: elev_Karnataka_train_HIGH__ood_LOW__fsall
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data_files:
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- split: train
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path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fsall/train-*.parquet"
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- config_name: elev_Karnataka_train_LOW__ood_HIGH
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data_files:
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- split: train
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path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH/train-*.parquet"
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- split: ood_test
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path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH/ood_test-*.parquet"
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- config_name: elev_Karnataka_train_LOW__ood_HIGH__fs1
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data_files:
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- split: train
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path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs1/train-*.parquet"
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- split: ood_test
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path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs1/ood_test-*.parquet"
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- config_name: elev_Karnataka_train_LOW__ood_HIGH__fs10
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data_files:
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- split: train
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path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs10/train-*.parquet"
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- split: ood_test
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path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs10/ood_test-*.parquet"
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- config_name: elev_Karnataka_train_LOW__ood_HIGH__fs100
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data_files:
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- split: train
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path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs100/train-*.parquet"
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- split: ood_test
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path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs100/ood_test-*.parquet"
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- config_name: elev_Karnataka_train_LOW__ood_HIGH__fsall
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data_files:
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- split: train
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path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fsall/train-*.parquet"
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-
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-
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- split: train
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path: "data/configs/intl_train_IN__ood_US/train-*.parquet"
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- split: ood_test
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path: "data/configs/intl_train_IN__ood_US/ood_test-*.parquet"
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- config_name: intl_train_IN__ood_US__fs1
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data_files:
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- split: train
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path: "data/configs/intl_train_IN__ood_US__fs1/train-*.parquet"
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- split: ood_test
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path: "data/configs/intl_train_IN__ood_US__fs1/ood_test-*.parquet"
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- config_name: intl_train_IN__ood_US__fs10
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data_files:
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- split: train
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path: "data/configs/intl_train_IN__ood_US__fs10/train-*.parquet"
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- split: ood_test
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path: "data/configs/intl_train_IN__ood_US__fs10/ood_test-*.parquet"
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- config_name: intl_train_IN__ood_US__fs100
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data_files:
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- split: train
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path: "data/configs/intl_train_IN__ood_US__fs100/train-*.parquet"
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- split: ood_test
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path: "data/configs/
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- config_name: intl_train_IN__ood_US__fsall
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data_files:
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- split: train
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path: "data/configs/intl_train_IN__ood_US__fsall/train-*.parquet"
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- config_name: intl_train_US__ood_IN
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data_files:
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- split: train
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path: "data/configs/intl_train_US__ood_IN/train-*.parquet"
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- split: ood_test
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path: "data/configs/intl_train_US__ood_IN/ood_test-*.parquet"
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- config_name: intl_train_US__ood_IN__fs1
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data_files:
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- split: train
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path: "data/configs/intl_train_US__ood_IN__fs1/train-*.parquet"
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- split: ood_test
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path: "data/configs/intl_train_US__ood_IN__fs1/ood_test-*.parquet"
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- config_name: intl_train_US__ood_IN__fs10
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data_files:
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- split: train
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path: "data/configs/intl_train_US__ood_IN__fs10/train-*.parquet"
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- split: ood_test
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path: "data/configs/intl_train_US__ood_IN__fs10/ood_test-*.parquet"
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- config_name: intl_train_US__ood_IN__fs100
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data_files:
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- split: train
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path: "data/configs/intl_train_US__ood_IN__fs100/train-*.parquet"
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- split: ood_test
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path: "data/configs/intl_train_US__ood_IN__fs100/ood_test-*.parquet"
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- config_name: intl_train_US__ood_IN__fsall
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data_files:
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- split: train
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path: "data/configs/intl_train_US__ood_IN__fsall/train-*.parquet"
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- config_name: region_train_North__ood_South
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data_files:
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- split: train
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path: "data/configs/region_train_North__ood_South/train-*.parquet"
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- split: ood_test
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path: "data/configs/region_train_North__ood_South/ood_test-*.parquet"
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- config_name: region_train_North__ood_South__fs1
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data_files:
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- split: train
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path: "data/configs/region_train_North__ood_South__fs1/train-*.parquet"
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- split: ood_test
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path: "data/configs/region_train_North__ood_South__fs1/ood_test-*.parquet"
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- config_name: region_train_North__ood_South__fs10
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data_files:
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- split: train
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path: "data/configs/region_train_North__ood_South__fs10/train-*.parquet"
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- split: ood_test
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path: "data/configs/region_train_North__ood_South__fs10/ood_test-*.parquet"
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- config_name: region_train_North__ood_South__fs100
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data_files:
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- split: train
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path: "data/configs/region_train_North__ood_South__fs100/train-*.parquet"
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- split: ood_test
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path: "data/configs/region_train_North__ood_South__fs100/ood_test-*.parquet"
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- config_name: region_train_North__ood_South__fsall
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data_files:
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- split: train
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path: "data/configs/region_train_North__ood_South__fsall/train-*.parquet"
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- config_name: region_train_South__ood_North
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data_files:
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- split: train
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path: "data/configs/region_train_South__ood_North/train-*.parquet"
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- split: ood_test
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path: "data/configs/region_train_South__ood_North/ood_test-*.parquet"
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- config_name: region_train_South__ood_North__fs1
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data_files:
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- split: train
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path: "data/configs/region_train_South__ood_North__fs1/train-*.parquet"
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- split: ood_test
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path: "data/configs/region_train_South__ood_North__fs1/ood_test-*.parquet"
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- config_name: region_train_South__ood_North__fs10
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data_files:
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- split: train
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path: "data/configs/region_train_South__ood_North__fs10/train-*.parquet"
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- split: ood_test
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path: "data/configs/region_train_South__ood_North__fs10/ood_test-*.parquet"
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- config_name: region_train_South__ood_North__fs100
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data_files:
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- split: train
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path: "data/configs/region_train_South__ood_North__fs100/train-*.parquet"
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- split: ood_test
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path: "data/configs/region_train_South__ood_North__fs100/ood_test-*.parquet"
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- config_name: region_train_South__ood_North__fsall
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data_files:
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- split: train
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path: "data/configs/region_train_South__ood_North__fsall/train-*.parquet"
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---
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# Tree Distribution Shift — Satellite Tree Detection (COCO + HF Datasets)
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This is a dataset containing ~30K COCO tree crown annotated satellite image tiles of 400x400 px dimensions. These annotations come from all states in India and California in the United States.
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This dataset is organized as **configs** (distribution shift benchmarks). Each config provides **three splits**:
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- `train` — 90% of the in-distribution pool
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- `
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- `ood_test` —
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## What is a config?
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A **config** fully defines a benchmark setting (e.g., country shift, biome shift, region shift).
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When you select a config, you automatically get:
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- `train` split
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- `
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- `ood_test` split
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No filtering or custom split logic is required.
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## Shared test sets
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Configs come in pairs.
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| Config | train |
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| `intl_train_IN__ood_US` | 90% of India | 10% of India |
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| `intl_train_US__ood_IN` | 90% of US | 10% of US |
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## Available configs
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| # | Config name | Shift type | Train on | OOD from |
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|---|-------------|-----------|----------|----------|
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| 2 | `intl_train_US__ood_IN` | Country | US | India |
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| 3 | `biome_Rajasthan_train_WET__ood_DRY` | Biome | Rajasthan WET | Rajasthan DRY |
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| 4 | `biome_Rajasthan_train_DRY__ood_WET` | Biome | Rajasthan DRY | Rajasthan WET |
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| 7 | `region_train_North__ood_South` | Region | North India | South India |
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| 8 | `region_train_South__ood_North` | Region | South India | North India |
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---
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# Export to COCO (recommended for training)
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│ │ └── *.tiff
|
| 316 |
│ └── annotations/
|
| 317 |
│ └── instances_train.json
|
| 318 |
-
├──
|
| 319 |
│ ├── images/
|
| 320 |
│ └── annotations/
|
| 321 |
-
│ └──
|
| 322 |
└── ood_test/
|
| 323 |
├── images/
|
| 324 |
└── annotations/
|
|
@@ -336,7 +440,7 @@ Use this when you want programmatic access (e.g., notebooks, statistics, custom
|
|
| 336 |
pip install datasets
|
| 337 |
```
|
| 338 |
|
| 339 |
-
## Load a config (gets train /
|
| 340 |
```python
|
| 341 |
from datasets import load_dataset
|
| 342 |
|
|
@@ -346,11 +450,11 @@ ds = load_dataset(
|
|
| 346 |
)
|
| 347 |
|
| 348 |
train = ds["train"]
|
| 349 |
-
|
| 350 |
ood_test = ds["ood_test"]
|
| 351 |
|
| 352 |
print(ds)
|
| 353 |
-
print(len(train), len(
|
| 354 |
print(train[0].keys())
|
| 355 |
```
|
| 356 |
|
|
|
|
| 1 |
---
|
| 2 |
configs:
|
| 3 |
+
- config_name: intl_train_IN__ood_US
|
| 4 |
data_files:
|
| 5 |
- split: train
|
| 6 |
+
path: "data/configs/intl_train_IN__ood_US/train-*.parquet"
|
| 7 |
+
- split: id_test
|
| 8 |
+
path: "data/configs/intl_train_IN__ood_US/id_test-*.parquet"
|
| 9 |
- split: ood_test
|
| 10 |
+
path: "data/configs/intl_train_IN__ood_US/ood_test-*.parquet"
|
| 11 |
+
- config_name: intl_train_IN__ood_US__fs1
|
| 12 |
data_files:
|
| 13 |
- split: train
|
| 14 |
+
path: "data/configs/intl_train_IN__ood_US__fs1/train-*.parquet"
|
| 15 |
+
- split: id_test
|
| 16 |
+
path: "data/configs/intl_train_IN__ood_US__fs1/id_test-*.parquet"
|
| 17 |
- split: ood_test
|
| 18 |
+
path: "data/configs/intl_train_IN__ood_US__fs1/ood_test-*.parquet"
|
| 19 |
+
- config_name: intl_train_IN__ood_US__fs10
|
| 20 |
data_files:
|
| 21 |
- split: train
|
| 22 |
+
path: "data/configs/intl_train_IN__ood_US__fs10/train-*.parquet"
|
| 23 |
+
- split: id_test
|
| 24 |
+
path: "data/configs/intl_train_IN__ood_US__fs10/id_test-*.parquet"
|
| 25 |
- split: ood_test
|
| 26 |
+
path: "data/configs/intl_train_IN__ood_US__fs10/ood_test-*.parquet"
|
| 27 |
+
- config_name: intl_train_IN__ood_US__fs100
|
| 28 |
data_files:
|
| 29 |
- split: train
|
| 30 |
+
path: "data/configs/intl_train_IN__ood_US__fs100/train-*.parquet"
|
| 31 |
+
- split: id_test
|
| 32 |
+
path: "data/configs/intl_train_IN__ood_US__fs100/id_test-*.parquet"
|
| 33 |
- split: ood_test
|
| 34 |
+
path: "data/configs/intl_train_IN__ood_US__fs100/ood_test-*.parquet"
|
| 35 |
+
- config_name: intl_train_IN__ood_US__fsall
|
| 36 |
data_files:
|
| 37 |
- split: train
|
| 38 |
+
path: "data/configs/intl_train_IN__ood_US__fsall/train-*.parquet"
|
| 39 |
+
- split: id_test
|
| 40 |
+
path: "data/configs/intl_train_IN__ood_US__fsall/id_test-*.parquet"
|
| 41 |
+
- split: ood_test
|
| 42 |
+
path: "data/configs/intl_train_IN__ood_US__fsall/ood_test-*.parquet"
|
| 43 |
+
- config_name: intl_train_US__ood_IN
|
| 44 |
+
data_files:
|
| 45 |
+
- split: train
|
| 46 |
+
path: "data/configs/intl_train_US__ood_IN/train-*.parquet"
|
| 47 |
+
- split: id_test
|
| 48 |
+
path: "data/configs/intl_train_US__ood_IN/id_test-*.parquet"
|
| 49 |
+
- split: ood_test
|
| 50 |
+
path: "data/configs/intl_train_US__ood_IN/ood_test-*.parquet"
|
| 51 |
+
- config_name: intl_train_US__ood_IN__fs1
|
| 52 |
+
data_files:
|
| 53 |
+
- split: train
|
| 54 |
+
path: "data/configs/intl_train_US__ood_IN__fs1/train-*.parquet"
|
| 55 |
+
- split: id_test
|
| 56 |
+
path: "data/configs/intl_train_US__ood_IN__fs1/id_test-*.parquet"
|
| 57 |
+
- split: ood_test
|
| 58 |
+
path: "data/configs/intl_train_US__ood_IN__fs1/ood_test-*.parquet"
|
| 59 |
+
- config_name: intl_train_US__ood_IN__fs10
|
| 60 |
+
data_files:
|
| 61 |
+
- split: train
|
| 62 |
+
path: "data/configs/intl_train_US__ood_IN__fs10/train-*.parquet"
|
| 63 |
+
- split: id_test
|
| 64 |
+
path: "data/configs/intl_train_US__ood_IN__fs10/id_test-*.parquet"
|
| 65 |
+
- split: ood_test
|
| 66 |
+
path: "data/configs/intl_train_US__ood_IN__fs10/ood_test-*.parquet"
|
| 67 |
+
- config_name: intl_train_US__ood_IN__fs100
|
| 68 |
+
data_files:
|
| 69 |
+
- split: train
|
| 70 |
+
path: "data/configs/intl_train_US__ood_IN__fs100/train-*.parquet"
|
| 71 |
+
- split: id_test
|
| 72 |
+
path: "data/configs/intl_train_US__ood_IN__fs100/id_test-*.parquet"
|
| 73 |
+
- split: ood_test
|
| 74 |
+
path: "data/configs/intl_train_US__ood_IN__fs100/ood_test-*.parquet"
|
| 75 |
+
- config_name: intl_train_US__ood_IN__fsall
|
| 76 |
+
data_files:
|
| 77 |
+
- split: train
|
| 78 |
+
path: "data/configs/intl_train_US__ood_IN__fsall/train-*.parquet"
|
| 79 |
+
- split: id_test
|
| 80 |
+
path: "data/configs/intl_train_US__ood_IN__fsall/id_test-*.parquet"
|
| 81 |
+
- split: ood_test
|
| 82 |
+
path: "data/configs/intl_train_US__ood_IN__fsall/ood_test-*.parquet"
|
| 83 |
- config_name: biome_Rajasthan_train_WET__ood_DRY
|
| 84 |
data_files:
|
| 85 |
- split: train
|
| 86 |
path: "data/configs/biome_Rajasthan_train_WET__ood_DRY/train-*.parquet"
|
| 87 |
+
- split: id_test
|
| 88 |
+
path: "data/configs/biome_Rajasthan_train_WET__ood_DRY/id_test-*.parquet"
|
| 89 |
- split: ood_test
|
| 90 |
path: "data/configs/biome_Rajasthan_train_WET__ood_DRY/ood_test-*.parquet"
|
| 91 |
- config_name: biome_Rajasthan_train_WET__ood_DRY__fs1
|
| 92 |
data_files:
|
| 93 |
- split: train
|
| 94 |
path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs1/train-*.parquet"
|
| 95 |
+
- split: id_test
|
| 96 |
+
path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs1/id_test-*.parquet"
|
| 97 |
- split: ood_test
|
| 98 |
path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs1/ood_test-*.parquet"
|
| 99 |
- config_name: biome_Rajasthan_train_WET__ood_DRY__fs10
|
| 100 |
data_files:
|
| 101 |
- split: train
|
| 102 |
path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs10/train-*.parquet"
|
| 103 |
+
- split: id_test
|
| 104 |
+
path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs10/id_test-*.parquet"
|
| 105 |
- split: ood_test
|
| 106 |
path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs10/ood_test-*.parquet"
|
| 107 |
- config_name: biome_Rajasthan_train_WET__ood_DRY__fs100
|
| 108 |
data_files:
|
| 109 |
- split: train
|
| 110 |
path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs100/train-*.parquet"
|
| 111 |
+
- split: id_test
|
| 112 |
+
path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs100/id_test-*.parquet"
|
| 113 |
- split: ood_test
|
| 114 |
path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs100/ood_test-*.parquet"
|
| 115 |
- config_name: biome_Rajasthan_train_WET__ood_DRY__fsall
|
| 116 |
data_files:
|
| 117 |
- split: train
|
| 118 |
path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fsall/train-*.parquet"
|
| 119 |
+
- split: id_test
|
| 120 |
+
path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fsall/id_test-*.parquet"
|
| 121 |
+
- split: ood_test
|
| 122 |
+
path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fsall/ood_test-*.parquet"
|
| 123 |
+
- config_name: biome_Rajasthan_train_DRY__ood_WET
|
| 124 |
+
data_files:
|
| 125 |
+
- split: train
|
| 126 |
+
path: "data/configs/biome_Rajasthan_train_DRY__ood_WET/train-*.parquet"
|
| 127 |
+
- split: id_test
|
| 128 |
+
path: "data/configs/biome_Rajasthan_train_DRY__ood_WET/id_test-*.parquet"
|
| 129 |
+
- split: ood_test
|
| 130 |
+
path: "data/configs/biome_Rajasthan_train_DRY__ood_WET/ood_test-*.parquet"
|
| 131 |
+
- config_name: biome_Rajasthan_train_DRY__ood_WET__fs1
|
| 132 |
+
data_files:
|
| 133 |
+
- split: train
|
| 134 |
+
path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs1/train-*.parquet"
|
| 135 |
+
- split: id_test
|
| 136 |
+
path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs1/id_test-*.parquet"
|
| 137 |
+
- split: ood_test
|
| 138 |
+
path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs1/ood_test-*.parquet"
|
| 139 |
+
- config_name: biome_Rajasthan_train_DRY__ood_WET__fs10
|
| 140 |
+
data_files:
|
| 141 |
+
- split: train
|
| 142 |
+
path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs10/train-*.parquet"
|
| 143 |
+
- split: id_test
|
| 144 |
+
path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs10/id_test-*.parquet"
|
| 145 |
+
- split: ood_test
|
| 146 |
+
path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs10/ood_test-*.parquet"
|
| 147 |
+
- config_name: biome_Rajasthan_train_DRY__ood_WET__fs100
|
| 148 |
+
data_files:
|
| 149 |
+
- split: train
|
| 150 |
+
path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs100/train-*.parquet"
|
| 151 |
+
- split: id_test
|
| 152 |
+
path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs100/id_test-*.parquet"
|
| 153 |
+
- split: ood_test
|
| 154 |
+
path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs100/ood_test-*.parquet"
|
| 155 |
+
- config_name: biome_Rajasthan_train_DRY__ood_WET__fsall
|
| 156 |
+
data_files:
|
| 157 |
+
- split: train
|
| 158 |
+
path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fsall/train-*.parquet"
|
| 159 |
+
- split: id_test
|
| 160 |
+
path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fsall/id_test-*.parquet"
|
| 161 |
+
- split: ood_test
|
| 162 |
+
path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fsall/ood_test-*.parquet"
|
| 163 |
- config_name: elev_Karnataka_train_HIGH__ood_LOW
|
| 164 |
data_files:
|
| 165 |
- split: train
|
| 166 |
path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW/train-*.parquet"
|
| 167 |
+
- split: id_test
|
| 168 |
+
path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW/id_test-*.parquet"
|
| 169 |
- split: ood_test
|
| 170 |
path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW/ood_test-*.parquet"
|
| 171 |
- config_name: elev_Karnataka_train_HIGH__ood_LOW__fs1
|
| 172 |
data_files:
|
| 173 |
- split: train
|
| 174 |
path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs1/train-*.parquet"
|
| 175 |
+
- split: id_test
|
| 176 |
+
path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs1/id_test-*.parquet"
|
| 177 |
- split: ood_test
|
| 178 |
path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs1/ood_test-*.parquet"
|
| 179 |
- config_name: elev_Karnataka_train_HIGH__ood_LOW__fs10
|
| 180 |
data_files:
|
| 181 |
- split: train
|
| 182 |
path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs10/train-*.parquet"
|
| 183 |
+
- split: id_test
|
| 184 |
+
path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs10/id_test-*.parquet"
|
| 185 |
- split: ood_test
|
| 186 |
path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs10/ood_test-*.parquet"
|
| 187 |
- config_name: elev_Karnataka_train_HIGH__ood_LOW__fs100
|
| 188 |
data_files:
|
| 189 |
- split: train
|
| 190 |
path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs100/train-*.parquet"
|
| 191 |
+
- split: id_test
|
| 192 |
+
path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs100/id_test-*.parquet"
|
| 193 |
- split: ood_test
|
| 194 |
path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs100/ood_test-*.parquet"
|
| 195 |
- config_name: elev_Karnataka_train_HIGH__ood_LOW__fsall
|
| 196 |
data_files:
|
| 197 |
- split: train
|
| 198 |
path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fsall/train-*.parquet"
|
| 199 |
+
- split: id_test
|
| 200 |
+
path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fsall/id_test-*.parquet"
|
| 201 |
+
- split: ood_test
|
| 202 |
+
path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fsall/ood_test-*.parquet"
|
| 203 |
- config_name: elev_Karnataka_train_LOW__ood_HIGH
|
| 204 |
data_files:
|
| 205 |
- split: train
|
| 206 |
path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH/train-*.parquet"
|
| 207 |
+
- split: id_test
|
| 208 |
+
path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH/id_test-*.parquet"
|
| 209 |
- split: ood_test
|
| 210 |
path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH/ood_test-*.parquet"
|
| 211 |
- config_name: elev_Karnataka_train_LOW__ood_HIGH__fs1
|
| 212 |
data_files:
|
| 213 |
- split: train
|
| 214 |
path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs1/train-*.parquet"
|
| 215 |
+
- split: id_test
|
| 216 |
+
path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs1/id_test-*.parquet"
|
| 217 |
- split: ood_test
|
| 218 |
path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs1/ood_test-*.parquet"
|
| 219 |
- config_name: elev_Karnataka_train_LOW__ood_HIGH__fs10
|
| 220 |
data_files:
|
| 221 |
- split: train
|
| 222 |
path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs10/train-*.parquet"
|
| 223 |
+
- split: id_test
|
| 224 |
+
path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs10/id_test-*.parquet"
|
| 225 |
- split: ood_test
|
| 226 |
path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs10/ood_test-*.parquet"
|
| 227 |
- config_name: elev_Karnataka_train_LOW__ood_HIGH__fs100
|
| 228 |
data_files:
|
| 229 |
- split: train
|
| 230 |
path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs100/train-*.parquet"
|
| 231 |
+
- split: id_test
|
| 232 |
+
path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs100/id_test-*.parquet"
|
| 233 |
- split: ood_test
|
| 234 |
path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs100/ood_test-*.parquet"
|
| 235 |
- config_name: elev_Karnataka_train_LOW__ood_HIGH__fsall
|
| 236 |
data_files:
|
| 237 |
- split: train
|
| 238 |
path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fsall/train-*.parquet"
|
| 239 |
+
- split: id_test
|
| 240 |
+
path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fsall/id_test-*.parquet"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 241 |
- split: ood_test
|
| 242 |
+
path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fsall/ood_test-*.parquet"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 243 |
- config_name: region_train_North__ood_South
|
| 244 |
data_files:
|
| 245 |
- split: train
|
| 246 |
path: "data/configs/region_train_North__ood_South/train-*.parquet"
|
| 247 |
+
- split: id_test
|
| 248 |
+
path: "data/configs/region_train_North__ood_South/id_test-*.parquet"
|
| 249 |
- split: ood_test
|
| 250 |
path: "data/configs/region_train_North__ood_South/ood_test-*.parquet"
|
| 251 |
- config_name: region_train_North__ood_South__fs1
|
| 252 |
data_files:
|
| 253 |
- split: train
|
| 254 |
path: "data/configs/region_train_North__ood_South__fs1/train-*.parquet"
|
| 255 |
+
- split: id_test
|
| 256 |
+
path: "data/configs/region_train_North__ood_South__fs1/id_test-*.parquet"
|
| 257 |
- split: ood_test
|
| 258 |
path: "data/configs/region_train_North__ood_South__fs1/ood_test-*.parquet"
|
| 259 |
- config_name: region_train_North__ood_South__fs10
|
| 260 |
data_files:
|
| 261 |
- split: train
|
| 262 |
path: "data/configs/region_train_North__ood_South__fs10/train-*.parquet"
|
| 263 |
+
- split: id_test
|
| 264 |
+
path: "data/configs/region_train_North__ood_South__fs10/id_test-*.parquet"
|
| 265 |
- split: ood_test
|
| 266 |
path: "data/configs/region_train_North__ood_South__fs10/ood_test-*.parquet"
|
| 267 |
- config_name: region_train_North__ood_South__fs100
|
| 268 |
data_files:
|
| 269 |
- split: train
|
| 270 |
path: "data/configs/region_train_North__ood_South__fs100/train-*.parquet"
|
| 271 |
+
- split: id_test
|
| 272 |
+
path: "data/configs/region_train_North__ood_South__fs100/id_test-*.parquet"
|
| 273 |
- split: ood_test
|
| 274 |
path: "data/configs/region_train_North__ood_South__fs100/ood_test-*.parquet"
|
| 275 |
- config_name: region_train_North__ood_South__fsall
|
| 276 |
data_files:
|
| 277 |
- split: train
|
| 278 |
path: "data/configs/region_train_North__ood_South__fsall/train-*.parquet"
|
| 279 |
+
- split: id_test
|
| 280 |
+
path: "data/configs/region_train_North__ood_South__fsall/id_test-*.parquet"
|
| 281 |
+
- split: ood_test
|
| 282 |
+
path: "data/configs/region_train_North__ood_South__fsall/ood_test-*.parquet"
|
| 283 |
- config_name: region_train_South__ood_North
|
| 284 |
data_files:
|
| 285 |
- split: train
|
| 286 |
path: "data/configs/region_train_South__ood_North/train-*.parquet"
|
| 287 |
+
- split: id_test
|
| 288 |
+
path: "data/configs/region_train_South__ood_North/id_test-*.parquet"
|
| 289 |
- split: ood_test
|
| 290 |
path: "data/configs/region_train_South__ood_North/ood_test-*.parquet"
|
| 291 |
- config_name: region_train_South__ood_North__fs1
|
| 292 |
data_files:
|
| 293 |
- split: train
|
| 294 |
path: "data/configs/region_train_South__ood_North__fs1/train-*.parquet"
|
| 295 |
+
- split: id_test
|
| 296 |
+
path: "data/configs/region_train_South__ood_North__fs1/id_test-*.parquet"
|
| 297 |
- split: ood_test
|
| 298 |
path: "data/configs/region_train_South__ood_North__fs1/ood_test-*.parquet"
|
| 299 |
- config_name: region_train_South__ood_North__fs10
|
| 300 |
data_files:
|
| 301 |
- split: train
|
| 302 |
path: "data/configs/region_train_South__ood_North__fs10/train-*.parquet"
|
| 303 |
+
- split: id_test
|
| 304 |
+
path: "data/configs/region_train_South__ood_North__fs10/id_test-*.parquet"
|
| 305 |
- split: ood_test
|
| 306 |
path: "data/configs/region_train_South__ood_North__fs10/ood_test-*.parquet"
|
| 307 |
- config_name: region_train_South__ood_North__fs100
|
| 308 |
data_files:
|
| 309 |
- split: train
|
| 310 |
path: "data/configs/region_train_South__ood_North__fs100/train-*.parquet"
|
| 311 |
+
- split: id_test
|
| 312 |
+
path: "data/configs/region_train_South__ood_North__fs100/id_test-*.parquet"
|
| 313 |
- split: ood_test
|
| 314 |
path: "data/configs/region_train_South__ood_North__fs100/ood_test-*.parquet"
|
| 315 |
- config_name: region_train_South__ood_North__fsall
|
| 316 |
data_files:
|
| 317 |
- split: train
|
| 318 |
path: "data/configs/region_train_South__ood_North__fsall/train-*.parquet"
|
| 319 |
+
- split: id_test
|
| 320 |
+
path: "data/configs/region_train_South__ood_North__fsall/id_test-*.parquet"
|
| 321 |
+
- split: ood_test
|
| 322 |
+
path: "data/configs/region_train_South__ood_North__fsall/ood_test-*.parquet"
|
| 323 |
---
|
| 324 |
|
| 325 |
# Tree Distribution Shift — Satellite Tree Detection (COCO + HF Datasets)
|
| 326 |
|
| 327 |
+
This is a dataset containing ~30K COCO tree crown annotated satellite image tiles of 400x400 px dimensions. These annotations come from all states in India and California in the United States.
|
| 328 |
This dataset is organized as **configs** (distribution shift benchmarks). Each config provides **three splits**:
|
| 329 |
|
| 330 |
- `train` — 90% of the in-distribution pool
|
| 331 |
+
- `id_test` — 10% held-out from the in-distribution pool
|
| 332 |
+
- `ood_test` — out-of-distribution pool (base configs use the full OOD pool)
|
| 333 |
|
| 334 |
## What is a config?
|
| 335 |
|
| 336 |
+
A **config** fully defines a benchmark setting (e.g., country shift, biome shift, region shift).
|
| 337 |
When you select a config, you automatically get:
|
| 338 |
|
| 339 |
- `train` split
|
| 340 |
+
- `id_test` split
|
| 341 |
- `ood_test` split
|
| 342 |
|
| 343 |
No filtering or custom split logic is required.
|
| 344 |
|
| 345 |
## Shared test sets
|
| 346 |
|
| 347 |
+
Configs come in pairs. The in-distribution split is always 90/10 train/id_test, and base configs use the full opposing pool as `ood_test`.
|
| 348 |
|
| 349 |
+
| Config | train | id_test | ood_test |
|
| 350 |
+
|--------|-------|---------|----------|
|
| 351 |
+
| `intl_train_IN__ood_US` | 90% of India | 10% of India | all US |
|
| 352 |
+
| `intl_train_US__ood_IN` | 90% of US | 10% of US | all India |
|
| 353 |
|
| 354 |
+
Few-shot variants (`__fs1`, `__fs10`, `__fs100`, `__fsall`) move K images from `ood_test` into `train`.
|
| 355 |
|
| 356 |
+
## Available base configs (8)
|
| 357 |
|
| 358 |
| # | Config name | Shift type | Train on | OOD from |
|
| 359 |
|---|-------------|-----------|----------|----------|
|
|
|
|
| 361 |
| 2 | `intl_train_US__ood_IN` | Country | US | India |
|
| 362 |
| 3 | `biome_Rajasthan_train_WET__ood_DRY` | Biome | Rajasthan WET | Rajasthan DRY |
|
| 363 |
| 4 | `biome_Rajasthan_train_DRY__ood_WET` | Biome | Rajasthan DRY | Rajasthan WET |
|
| 364 |
+
| 5 | `elev_Karnataka_train_HIGH__ood_LOW` | Elevation | Karnataka HIGH | Karnataka LOW |
|
| 365 |
+
| 6 | `elev_Karnataka_train_LOW__ood_HIGH` | Elevation | Karnataka LOW | Karnataka HIGH |
|
| 366 |
| 7 | `region_train_North__ood_South` | Region | North India | South India |
|
| 367 |
| 8 | `region_train_South__ood_North` | Region | South India | North India |
|
| 368 |
|
| 369 |
+
For each base config, there are 4 few-shot variants:
|
| 370 |
+
- `__fs1`
|
| 371 |
+
- `__fs10`
|
| 372 |
+
- `__fs100`
|
| 373 |
+
- `__fsall`
|
| 374 |
+
|
| 375 |
+
Total configs = 8 base + 32 few-shot = 40.
|
| 376 |
+
|
| 377 |
---
|
| 378 |
|
| 379 |
# Export to COCO (recommended for training)
|
|
|
|
| 419 |
│ │ └── *.tiff
|
| 420 |
│ └── annotations/
|
| 421 |
│ └── instances_train.json
|
| 422 |
+
├── id_test/
|
| 423 |
│ ├── images/
|
| 424 |
│ └── annotations/
|
| 425 |
+
│ └── instances_id_test.json
|
| 426 |
└── ood_test/
|
| 427 |
├── images/
|
| 428 |
└── annotations/
|
|
|
|
| 440 |
pip install datasets
|
| 441 |
```
|
| 442 |
|
| 443 |
+
## Load a config (gets train / id_test / ood_test)
|
| 444 |
```python
|
| 445 |
from datasets import load_dataset
|
| 446 |
|
|
|
|
| 450 |
)
|
| 451 |
|
| 452 |
train = ds["train"]
|
| 453 |
+
id_test = ds["id_test"]
|
| 454 |
ood_test = ds["ood_test"]
|
| 455 |
|
| 456 |
print(ds)
|
| 457 |
+
print(len(train), len(id_test), len(ood_test))
|
| 458 |
print(train[0].keys())
|
| 459 |
```
|
| 460 |
|
tools/update_readme_yaml.py
CHANGED
|
@@ -8,7 +8,7 @@ CONFIGS_DIR = REPO_ROOT / "data" / "configs"
|
|
| 8 |
|
| 9 |
SPLITS = [
|
| 10 |
"train",
|
| 11 |
-
"
|
| 12 |
"ood_test",
|
| 13 |
]
|
| 14 |
|
|
|
|
| 8 |
|
| 9 |
SPLITS = [
|
| 10 |
"train",
|
| 11 |
+
"id_test",
|
| 12 |
"ood_test",
|
| 13 |
]
|
| 14 |
|