| --- |
| configs: |
| - config_name: biome_Rajasthan_train_DRY__ood_WET |
| data_files: |
| - split: train |
| path: "data/configs/biome_Rajasthan_train_DRY__ood_WET/train-*.parquet" |
| - split: id_test |
| path: "data/configs/biome_Rajasthan_train_DRY__ood_WET/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/biome_Rajasthan_train_DRY__ood_WET/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/biome_Rajasthan_train_DRY__ood_WET/ood_test-*.parquet" |
| - config_name: biome_Rajasthan_train_DRY__ood_WET__fs1 |
| data_files: |
| - split: train |
| path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs1/train-*.parquet" |
| - split: id_test |
| path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs1/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs1/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs1/ood_test-*.parquet" |
| - config_name: biome_Rajasthan_train_DRY__ood_WET__fs10 |
| data_files: |
| - split: train |
| path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs10/train-*.parquet" |
| - split: id_test |
| path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs10/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs10/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs10/ood_test-*.parquet" |
| - config_name: biome_Rajasthan_train_DRY__ood_WET__fs100 |
| data_files: |
| - split: train |
| path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs100/train-*.parquet" |
| - split: id_test |
| path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs100/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs100/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs100/ood_test-*.parquet" |
| - config_name: biome_Rajasthan_train_DRY__ood_WET__fsall |
| data_files: |
| - split: train |
| path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fsall/train-*.parquet" |
| - split: id_test |
| path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fsall/id_test-*.parquet" |
| - split: ood_test |
| path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fsall/ood_test-*.parquet" |
| - config_name: biome_Rajasthan_train_WET__ood_DRY |
| data_files: |
| - split: train |
| path: "data/configs/biome_Rajasthan_train_WET__ood_DRY/train-*.parquet" |
| - split: id_test |
| path: "data/configs/biome_Rajasthan_train_WET__ood_DRY/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/biome_Rajasthan_train_WET__ood_DRY/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/biome_Rajasthan_train_WET__ood_DRY/ood_test-*.parquet" |
| - config_name: biome_Rajasthan_train_WET__ood_DRY__fs1 |
| data_files: |
| - split: train |
| path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs1/train-*.parquet" |
| - split: id_test |
| path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs1/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs1/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs1/ood_test-*.parquet" |
| - config_name: biome_Rajasthan_train_WET__ood_DRY__fs10 |
| data_files: |
| - split: train |
| path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs10/train-*.parquet" |
| - split: id_test |
| path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs10/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs10/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs10/ood_test-*.parquet" |
| - config_name: biome_Rajasthan_train_WET__ood_DRY__fs100 |
| data_files: |
| - split: train |
| path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs100/train-*.parquet" |
| - split: id_test |
| path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs100/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs100/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs100/ood_test-*.parquet" |
| - config_name: biome_Rajasthan_train_WET__ood_DRY__fsall |
| data_files: |
| - split: train |
| path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fsall/train-*.parquet" |
| - split: id_test |
| path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fsall/id_test-*.parquet" |
| - split: ood_test |
| path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fsall/ood_test-*.parquet" |
| - config_name: elev_Karnataka_train_HIGH__ood_LOW |
| data_files: |
| - split: train |
| path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW/train-*.parquet" |
| - split: id_test |
| path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW/ood_test-*.parquet" |
| - config_name: elev_Karnataka_train_HIGH__ood_LOW__fs1 |
| data_files: |
| - split: train |
| path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs1/train-*.parquet" |
| - split: id_test |
| path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs1/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs1/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs1/ood_test-*.parquet" |
| - config_name: elev_Karnataka_train_HIGH__ood_LOW__fs10 |
| data_files: |
| - split: train |
| path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs10/train-*.parquet" |
| - split: id_test |
| path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs10/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs10/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs10/ood_test-*.parquet" |
| - config_name: elev_Karnataka_train_HIGH__ood_LOW__fs100 |
| data_files: |
| - split: train |
| path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs100/train-*.parquet" |
| - split: id_test |
| path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs100/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs100/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs100/ood_test-*.parquet" |
| - config_name: elev_Karnataka_train_HIGH__ood_LOW__fsall |
| data_files: |
| - split: train |
| path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fsall/train-*.parquet" |
| - split: id_test |
| path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fsall/id_test-*.parquet" |
| - split: ood_test |
| path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fsall/ood_test-*.parquet" |
| - config_name: elev_Karnataka_train_LOW__ood_HIGH |
| data_files: |
| - split: train |
| path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH/train-*.parquet" |
| - split: id_test |
| path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH/ood_test-*.parquet" |
| - config_name: elev_Karnataka_train_LOW__ood_HIGH__fs1 |
| data_files: |
| - split: train |
| path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs1/train-*.parquet" |
| - split: id_test |
| path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs1/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs1/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs1/ood_test-*.parquet" |
| - config_name: elev_Karnataka_train_LOW__ood_HIGH__fs10 |
| data_files: |
| - split: train |
| path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs10/train-*.parquet" |
| - split: id_test |
| path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs10/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs10/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs10/ood_test-*.parquet" |
| - config_name: elev_Karnataka_train_LOW__ood_HIGH__fs100 |
| data_files: |
| - split: train |
| path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs100/train-*.parquet" |
| - split: id_test |
| path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs100/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs100/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs100/ood_test-*.parquet" |
| - config_name: elev_Karnataka_train_LOW__ood_HIGH__fsall |
| data_files: |
| - split: train |
| path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fsall/train-*.parquet" |
| - split: id_test |
| path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fsall/id_test-*.parquet" |
| - split: ood_test |
| path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fsall/ood_test-*.parquet" |
| - config_name: intl_train_IN__ood_US |
| data_files: |
| - split: train |
| path: "data/configs/intl_train_IN__ood_US/train-*.parquet" |
| - split: id_test |
| path: "data/configs/intl_train_IN__ood_US/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/intl_train_IN__ood_US/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/intl_train_IN__ood_US/ood_test-*.parquet" |
| - config_name: intl_train_IN__ood_US__fs1 |
| data_files: |
| - split: train |
| path: "data/configs/intl_train_IN__ood_US__fs1/train-*.parquet" |
| - split: id_test |
| path: "data/configs/intl_train_IN__ood_US__fs1/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/intl_train_IN__ood_US__fs1/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/intl_train_IN__ood_US__fs1/ood_test-*.parquet" |
| - config_name: intl_train_IN__ood_US__fs10 |
| data_files: |
| - split: train |
| path: "data/configs/intl_train_IN__ood_US__fs10/train-*.parquet" |
| - split: id_test |
| path: "data/configs/intl_train_IN__ood_US__fs10/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/intl_train_IN__ood_US__fs10/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/intl_train_IN__ood_US__fs10/ood_test-*.parquet" |
| - config_name: intl_train_IN__ood_US__fs100 |
| data_files: |
| - split: train |
| path: "data/configs/intl_train_IN__ood_US__fs100/train-*.parquet" |
| - split: id_test |
| path: "data/configs/intl_train_IN__ood_US__fs100/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/intl_train_IN__ood_US__fs100/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/intl_train_IN__ood_US__fs100/ood_test-*.parquet" |
| - config_name: intl_train_IN__ood_US__fsall |
| data_files: |
| - split: train |
| path: "data/configs/intl_train_IN__ood_US__fsall/train-*.parquet" |
| - split: id_test |
| path: "data/configs/intl_train_IN__ood_US__fsall/id_test-*.parquet" |
| - split: ood_test |
| path: "data/configs/intl_train_IN__ood_US__fsall/ood_test-*.parquet" |
| - config_name: intl_train_US__ood_IN |
| data_files: |
| - split: train |
| path: "data/configs/intl_train_US__ood_IN/train-*.parquet" |
| - split: id_test |
| path: "data/configs/intl_train_US__ood_IN/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/intl_train_US__ood_IN/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/intl_train_US__ood_IN/ood_test-*.parquet" |
| - config_name: intl_train_US__ood_IN__fs1 |
| data_files: |
| - split: train |
| path: "data/configs/intl_train_US__ood_IN__fs1/train-*.parquet" |
| - split: id_test |
| path: "data/configs/intl_train_US__ood_IN__fs1/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/intl_train_US__ood_IN__fs1/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/intl_train_US__ood_IN__fs1/ood_test-*.parquet" |
| - config_name: intl_train_US__ood_IN__fs10 |
| data_files: |
| - split: train |
| path: "data/configs/intl_train_US__ood_IN__fs10/train-*.parquet" |
| - split: id_test |
| path: "data/configs/intl_train_US__ood_IN__fs10/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/intl_train_US__ood_IN__fs10/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/intl_train_US__ood_IN__fs10/ood_test-*.parquet" |
| - config_name: intl_train_US__ood_IN__fs100 |
| data_files: |
| - split: train |
| path: "data/configs/intl_train_US__ood_IN__fs100/train-*.parquet" |
| - split: id_test |
| path: "data/configs/intl_train_US__ood_IN__fs100/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/intl_train_US__ood_IN__fs100/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/intl_train_US__ood_IN__fs100/ood_test-*.parquet" |
| - config_name: intl_train_US__ood_IN__fsall |
| data_files: |
| - split: train |
| path: "data/configs/intl_train_US__ood_IN__fsall/train-*.parquet" |
| - split: id_test |
| path: "data/configs/intl_train_US__ood_IN__fsall/id_test-*.parquet" |
| - split: ood_test |
| path: "data/configs/intl_train_US__ood_IN__fsall/ood_test-*.parquet" |
| - config_name: region_train_North__ood_South |
| data_files: |
| - split: train |
| path: "data/configs/region_train_North__ood_South/train-*.parquet" |
| - split: id_test |
| path: "data/configs/region_train_North__ood_South/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/region_train_North__ood_South/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/region_train_North__ood_South/ood_test-*.parquet" |
| - config_name: region_train_North__ood_South__fs1 |
| data_files: |
| - split: train |
| path: "data/configs/region_train_North__ood_South__fs1/train-*.parquet" |
| - split: id_test |
| path: "data/configs/region_train_North__ood_South__fs1/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/region_train_North__ood_South__fs1/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/region_train_North__ood_South__fs1/ood_test-*.parquet" |
| - config_name: region_train_North__ood_South__fs10 |
| data_files: |
| - split: train |
| path: "data/configs/region_train_North__ood_South__fs10/train-*.parquet" |
| - split: id_test |
| path: "data/configs/region_train_North__ood_South__fs10/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/region_train_North__ood_South__fs10/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/region_train_North__ood_South__fs10/ood_test-*.parquet" |
| - config_name: region_train_North__ood_South__fs100 |
| data_files: |
| - split: train |
| path: "data/configs/region_train_North__ood_South__fs100/train-*.parquet" |
| - split: id_test |
| path: "data/configs/region_train_North__ood_South__fs100/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/region_train_North__ood_South__fs100/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/region_train_North__ood_South__fs100/ood_test-*.parquet" |
| - config_name: region_train_North__ood_South__fsall |
| data_files: |
| - split: train |
| path: "data/configs/region_train_North__ood_South__fsall/train-*.parquet" |
| - split: id_test |
| path: "data/configs/region_train_North__ood_South__fsall/id_test-*.parquet" |
| - split: ood_test |
| path: "data/configs/region_train_North__ood_South__fsall/ood_test-*.parquet" |
| - config_name: region_train_South__ood_North |
| data_files: |
| - split: train |
| path: "data/configs/region_train_South__ood_North/train-*.parquet" |
| - split: id_test |
| path: "data/configs/region_train_South__ood_North/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/region_train_South__ood_North/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/region_train_South__ood_North/ood_test-*.parquet" |
| - config_name: region_train_South__ood_North__fs1 |
| data_files: |
| - split: train |
| path: "data/configs/region_train_South__ood_North__fs1/train-*.parquet" |
| - split: id_test |
| path: "data/configs/region_train_South__ood_North__fs1/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/region_train_South__ood_North__fs1/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/region_train_South__ood_North__fs1/ood_test-*.parquet" |
| - config_name: region_train_South__ood_North__fs10 |
| data_files: |
| - split: train |
| path: "data/configs/region_train_South__ood_North__fs10/train-*.parquet" |
| - split: id_test |
| path: "data/configs/region_train_South__ood_North__fs10/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/region_train_South__ood_North__fs10/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/region_train_South__ood_North__fs10/ood_test-*.parquet" |
| - config_name: region_train_South__ood_North__fs100 |
| data_files: |
| - split: train |
| path: "data/configs/region_train_South__ood_North__fs100/train-*.parquet" |
| - split: id_test |
| path: "data/configs/region_train_South__ood_North__fs100/id_test-*.parquet" |
| - split: ood_train |
| path: "data/configs/region_train_South__ood_North__fs100/ood_train-*.parquet" |
| - split: ood_test |
| path: "data/configs/region_train_South__ood_North__fs100/ood_test-*.parquet" |
| - config_name: region_train_South__ood_North__fsall |
| data_files: |
| - split: train |
| path: "data/configs/region_train_South__ood_North__fsall/train-*.parquet" |
| - split: id_test |
| path: "data/configs/region_train_South__ood_North__fsall/id_test-*.parquet" |
| - split: ood_test |
| path: "data/configs/region_train_South__ood_North__fsall/ood_test-*.parquet" |
| --- |
| |
| # Tree Distribution Shift — Satellite Tree Detection (COCO + HF Datasets) |
|
|
| 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. |
| This dataset is organized as **configs** (distribution shift benchmarks). Each config provides **three splits**: |
|
|
| - `train` — 90% of the in-distribution pool |
| - `id_test` — 10% held-out from the in-distribution pool |
| - `ood_test` — out-of-distribution pool (base configs use the full OOD pool) |
|
|
| ## What is a config? |
|
|
| A **config** fully defines a benchmark setting (e.g., country shift, biome shift, region shift). |
| When you select a config, you automatically get: |
|
|
| - `train` split |
| - `id_test` split |
| - `ood_test` split |
|
|
| No filtering or custom split logic is required. |
|
|
| ## Shared test sets |
|
|
| 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`. |
|
|
| | Config | train | id_test | ood_test | |
| |--------|-------|---------|----------| |
| | `intl_train_IN__ood_US` | 90% of India | 10% of India | all US | |
| | `intl_train_US__ood_IN` | 90% of US | 10% of US | all India | |
|
|
| Few-shot variants (`__fs1`, `__fs10`, `__fs100`, `__fsall`) move K images from `ood_test` into `train`. |
|
|
| ## Available base configs (8) |
|
|
| | # | Config name | Shift type | Train on | OOD from | |
| |---|-------------|-----------|----------|----------| |
| | 1 | `intl_train_IN__ood_US` | Country | India | US | |
| | 2 | `intl_train_US__ood_IN` | Country | US | India | |
| | 3 | `biome_Rajasthan_train_WET__ood_DRY` | Biome | Rajasthan WET | Rajasthan DRY | |
| | 4 | `biome_Rajasthan_train_DRY__ood_WET` | Biome | Rajasthan DRY | Rajasthan WET | |
| | 5 | `elev_Karnataka_train_HIGH__ood_LOW` | Elevation | Karnataka HIGH | Karnataka LOW | |
| | 6 | `elev_Karnataka_train_LOW__ood_HIGH` | Elevation | Karnataka LOW | Karnataka HIGH | |
| | 7 | `region_train_North__ood_South` | Region | North India | South India | |
| | 8 | `region_train_South__ood_North` | Region | South India | North India | |
|
|
| For each base config, there are 4 few-shot variants: |
| - `__fs1` |
| - `__fs10` |
| - `__fs100` |
| - `__fsall` |
|
|
| Total configs = 8 base + 32 few-shot = 40. |
|
|
| --- |
|
|
| # Export to COCO (recommended for training) |
|
|
| Use this when you want a **standard COCO folder structure** that works with most CV frameworks (Detectron2, MMDetection, torchvision detection, etc.). |
|
|
| ## Step 1 — Clone the dataset repository (to get the export tool) |
| ```bash |
| git clone https://huggingface.co/datasets/aadityabuilds/tree-distribution-shift |
| cd tree-distribution-shift |
| ``` |
|
|
| ## Step 2 — Install dependencies |
| ```bash |
| pip install datasets huggingface_hub orjson |
| ``` |
|
|
| ## Step 3 — Pick a config |
|
|
| Go to the dataset page and choose a config from the Configs section: |
|
|
| https://huggingface.co/datasets/aadityabuilds/tree-distribution-shift |
|
|
| Example config: |
| ``` |
| intl_train_IN__ood_US |
| ``` |
|
|
| ## Step 4 — Export to COCO (one command) |
| ```bash |
| python tools/export_coco.py \ |
| --repo aadityabuilds/tree-distribution-shift \ |
| --config intl_train_IN__ood_US \ |
| --out ./coco_out |
| ``` |
|
|
| ## Output structure |
| ``` |
| coco_out/ |
| └── intl_train_IN__ood_US/ |
| ├── train/ |
| │ ├── images/ |
| │ │ └── *.tiff |
| │ └── annotations/ |
| │ └── instances_train.json |
| ├── id_test/ |
| │ ├── images/ |
| │ └── annotations/ |
| │ └── instances_id_test.json |
| └── ood_test/ |
| ├── images/ |
| └── annotations/ |
| └── instances_ood_test.json |
| ``` |
|
|
| --- |
|
|
| # Load with Hugging Face Datasets (recommended for analysis / prototyping) |
|
|
| Use this when you want programmatic access (e.g., notebooks, statistics, custom pipelines) without writing files to disk. |
|
|
| ## Install |
| ```bash |
| pip install datasets |
| ``` |
|
|
| ## Load a config (gets train / id_test / ood_test) |
| ```python |
| from datasets import load_dataset |
| |
| ds = load_dataset( |
| "aadityabuilds/tree-distribution-shift", |
| "intl_train_IN__ood_US" |
| ) |
| |
| train = ds["train"] |
| id_test = ds["id_test"] |
| ood_test = ds["ood_test"] |
| |
| print(ds) |
| print(len(train), len(id_test), len(ood_test)) |
| print(train[0].keys()) |
| ``` |
|
|
| ## What each example contains |
|
|
| Each row includes: |
|
|
| - `image_bytes` (raw image bytes) |
| - `coco_annotations` (COCO annotations for that image) |
| - `coco_categories` (COCO categories) |
| - metadata fields (country, state, zone, region, biome, etc.) |
|
|
