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Update README for 40 configs, id_test split, and elevation shift

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  1. README.md +192 -88
  2. tools/update_readme_yaml.py +1 -1
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@@ -1,263 +1,359 @@
1
  ---
2
  configs:
3
- - config_name: biome_Rajasthan_train_DRY__ood_WET
4
  data_files:
5
  - split: train
6
- path: "data/configs/biome_Rajasthan_train_DRY__ood_WET/train-*.parquet"
 
 
7
  - split: ood_test
8
- path: "data/configs/biome_Rajasthan_train_DRY__ood_WET/ood_test-*.parquet"
9
- - config_name: biome_Rajasthan_train_DRY__ood_WET__fs1
10
  data_files:
11
  - split: train
12
- path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs1/train-*.parquet"
 
 
13
  - split: ood_test
14
- path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs1/ood_test-*.parquet"
15
- - config_name: biome_Rajasthan_train_DRY__ood_WET__fs10
16
  data_files:
17
  - split: train
18
- path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs10/train-*.parquet"
 
 
19
  - split: ood_test
20
- path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs10/ood_test-*.parquet"
21
- - config_name: biome_Rajasthan_train_DRY__ood_WET__fs100
22
  data_files:
23
  - split: train
24
- path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs100/train-*.parquet"
 
 
25
  - split: ood_test
26
- path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fs100/ood_test-*.parquet"
27
- - config_name: biome_Rajasthan_train_DRY__ood_WET__fsall
28
  data_files:
29
  - split: train
30
- path: "data/configs/biome_Rajasthan_train_DRY__ood_WET__fsall/train-*.parquet"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
31
  - config_name: biome_Rajasthan_train_WET__ood_DRY
32
  data_files:
33
  - split: train
34
  path: "data/configs/biome_Rajasthan_train_WET__ood_DRY/train-*.parquet"
 
 
35
  - split: ood_test
36
  path: "data/configs/biome_Rajasthan_train_WET__ood_DRY/ood_test-*.parquet"
37
  - config_name: biome_Rajasthan_train_WET__ood_DRY__fs1
38
  data_files:
39
  - split: train
40
  path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs1/train-*.parquet"
 
 
41
  - split: ood_test
42
  path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs1/ood_test-*.parquet"
43
  - config_name: biome_Rajasthan_train_WET__ood_DRY__fs10
44
  data_files:
45
  - split: train
46
  path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs10/train-*.parquet"
 
 
47
  - split: ood_test
48
  path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs10/ood_test-*.parquet"
49
  - config_name: biome_Rajasthan_train_WET__ood_DRY__fs100
50
  data_files:
51
  - split: train
52
  path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs100/train-*.parquet"
 
 
53
  - split: ood_test
54
  path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fs100/ood_test-*.parquet"
55
  - config_name: biome_Rajasthan_train_WET__ood_DRY__fsall
56
  data_files:
57
  - split: train
58
  path: "data/configs/biome_Rajasthan_train_WET__ood_DRY__fsall/train-*.parquet"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
59
  - config_name: elev_Karnataka_train_HIGH__ood_LOW
60
  data_files:
61
  - split: train
62
  path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW/train-*.parquet"
 
 
63
  - split: ood_test
64
  path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW/ood_test-*.parquet"
65
  - config_name: elev_Karnataka_train_HIGH__ood_LOW__fs1
66
  data_files:
67
  - split: train
68
  path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs1/train-*.parquet"
 
 
69
  - split: ood_test
70
  path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs1/ood_test-*.parquet"
71
  - config_name: elev_Karnataka_train_HIGH__ood_LOW__fs10
72
  data_files:
73
  - split: train
74
  path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs10/train-*.parquet"
 
 
75
  - split: ood_test
76
  path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs10/ood_test-*.parquet"
77
  - config_name: elev_Karnataka_train_HIGH__ood_LOW__fs100
78
  data_files:
79
  - split: train
80
  path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs100/train-*.parquet"
 
 
81
  - split: ood_test
82
  path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fs100/ood_test-*.parquet"
83
  - config_name: elev_Karnataka_train_HIGH__ood_LOW__fsall
84
  data_files:
85
  - split: train
86
  path: "data/configs/elev_Karnataka_train_HIGH__ood_LOW__fsall/train-*.parquet"
 
 
 
 
87
  - config_name: elev_Karnataka_train_LOW__ood_HIGH
88
  data_files:
89
  - split: train
90
  path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH/train-*.parquet"
 
 
91
  - split: ood_test
92
  path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH/ood_test-*.parquet"
93
  - config_name: elev_Karnataka_train_LOW__ood_HIGH__fs1
94
  data_files:
95
  - split: train
96
  path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs1/train-*.parquet"
 
 
97
  - split: ood_test
98
  path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs1/ood_test-*.parquet"
99
  - config_name: elev_Karnataka_train_LOW__ood_HIGH__fs10
100
  data_files:
101
  - split: train
102
  path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs10/train-*.parquet"
 
 
103
  - split: ood_test
104
  path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs10/ood_test-*.parquet"
105
  - config_name: elev_Karnataka_train_LOW__ood_HIGH__fs100
106
  data_files:
107
  - split: train
108
  path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs100/train-*.parquet"
 
 
109
  - split: ood_test
110
  path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fs100/ood_test-*.parquet"
111
  - config_name: elev_Karnataka_train_LOW__ood_HIGH__fsall
112
  data_files:
113
  - split: train
114
  path: "data/configs/elev_Karnataka_train_LOW__ood_HIGH__fsall/train-*.parquet"
115
- - config_name: intl_train_IN__ood_US
116
- data_files:
117
- - split: train
118
- path: "data/configs/intl_train_IN__ood_US/train-*.parquet"
119
- - split: ood_test
120
- path: "data/configs/intl_train_IN__ood_US/ood_test-*.parquet"
121
- - config_name: intl_train_IN__ood_US__fs1
122
- data_files:
123
- - split: train
124
- path: "data/configs/intl_train_IN__ood_US__fs1/train-*.parquet"
125
- - split: ood_test
126
- path: "data/configs/intl_train_IN__ood_US__fs1/ood_test-*.parquet"
127
- - config_name: intl_train_IN__ood_US__fs10
128
- data_files:
129
- - split: train
130
- path: "data/configs/intl_train_IN__ood_US__fs10/train-*.parquet"
131
- - split: ood_test
132
- path: "data/configs/intl_train_IN__ood_US__fs10/ood_test-*.parquet"
133
- - config_name: intl_train_IN__ood_US__fs100
134
- data_files:
135
- - split: train
136
- path: "data/configs/intl_train_IN__ood_US__fs100/train-*.parquet"
137
  - split: ood_test
138
- path: "data/configs/intl_train_IN__ood_US__fs100/ood_test-*.parquet"
139
- - config_name: intl_train_IN__ood_US__fsall
140
- data_files:
141
- - split: train
142
- path: "data/configs/intl_train_IN__ood_US__fsall/train-*.parquet"
143
- - config_name: intl_train_US__ood_IN
144
- data_files:
145
- - split: train
146
- path: "data/configs/intl_train_US__ood_IN/train-*.parquet"
147
- - split: ood_test
148
- path: "data/configs/intl_train_US__ood_IN/ood_test-*.parquet"
149
- - config_name: intl_train_US__ood_IN__fs1
150
- data_files:
151
- - split: train
152
- path: "data/configs/intl_train_US__ood_IN__fs1/train-*.parquet"
153
- - split: ood_test
154
- path: "data/configs/intl_train_US__ood_IN__fs1/ood_test-*.parquet"
155
- - config_name: intl_train_US__ood_IN__fs10
156
- data_files:
157
- - split: train
158
- path: "data/configs/intl_train_US__ood_IN__fs10/train-*.parquet"
159
- - split: ood_test
160
- path: "data/configs/intl_train_US__ood_IN__fs10/ood_test-*.parquet"
161
- - config_name: intl_train_US__ood_IN__fs100
162
- data_files:
163
- - split: train
164
- path: "data/configs/intl_train_US__ood_IN__fs100/train-*.parquet"
165
- - split: ood_test
166
- path: "data/configs/intl_train_US__ood_IN__fs100/ood_test-*.parquet"
167
- - config_name: intl_train_US__ood_IN__fsall
168
- data_files:
169
- - split: train
170
- path: "data/configs/intl_train_US__ood_IN__fsall/train-*.parquet"
171
  - config_name: region_train_North__ood_South
172
  data_files:
173
  - split: train
174
  path: "data/configs/region_train_North__ood_South/train-*.parquet"
 
 
175
  - split: ood_test
176
  path: "data/configs/region_train_North__ood_South/ood_test-*.parquet"
177
  - config_name: region_train_North__ood_South__fs1
178
  data_files:
179
  - split: train
180
  path: "data/configs/region_train_North__ood_South__fs1/train-*.parquet"
 
 
181
  - split: ood_test
182
  path: "data/configs/region_train_North__ood_South__fs1/ood_test-*.parquet"
183
  - config_name: region_train_North__ood_South__fs10
184
  data_files:
185
  - split: train
186
  path: "data/configs/region_train_North__ood_South__fs10/train-*.parquet"
 
 
187
  - split: ood_test
188
  path: "data/configs/region_train_North__ood_South__fs10/ood_test-*.parquet"
189
  - config_name: region_train_North__ood_South__fs100
190
  data_files:
191
  - split: train
192
  path: "data/configs/region_train_North__ood_South__fs100/train-*.parquet"
 
 
193
  - split: ood_test
194
  path: "data/configs/region_train_North__ood_South__fs100/ood_test-*.parquet"
195
  - config_name: region_train_North__ood_South__fsall
196
  data_files:
197
  - split: train
198
  path: "data/configs/region_train_North__ood_South__fsall/train-*.parquet"
 
 
 
 
199
  - config_name: region_train_South__ood_North
200
  data_files:
201
  - split: train
202
  path: "data/configs/region_train_South__ood_North/train-*.parquet"
 
 
203
  - split: ood_test
204
  path: "data/configs/region_train_South__ood_North/ood_test-*.parquet"
205
  - config_name: region_train_South__ood_North__fs1
206
  data_files:
207
  - split: train
208
  path: "data/configs/region_train_South__ood_North__fs1/train-*.parquet"
 
 
209
  - split: ood_test
210
  path: "data/configs/region_train_South__ood_North__fs1/ood_test-*.parquet"
211
  - config_name: region_train_South__ood_North__fs10
212
  data_files:
213
  - split: train
214
  path: "data/configs/region_train_South__ood_North__fs10/train-*.parquet"
 
 
215
  - split: ood_test
216
  path: "data/configs/region_train_South__ood_North__fs10/ood_test-*.parquet"
217
  - config_name: region_train_South__ood_North__fs100
218
  data_files:
219
  - split: train
220
  path: "data/configs/region_train_South__ood_North__fs100/train-*.parquet"
 
 
221
  - split: ood_test
222
  path: "data/configs/region_train_South__ood_North__fs100/ood_test-*.parquet"
223
  - config_name: region_train_South__ood_North__fsall
224
  data_files:
225
  - split: train
226
  path: "data/configs/region_train_South__ood_North__fsall/train-*.parquet"
 
 
 
 
227
  ---
228
 
229
  # Tree Distribution Shift — Satellite Tree Detection (COCO + HF Datasets)
230
 
231
- 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.
232
  This dataset is organized as **configs** (distribution shift benchmarks). Each config provides **three splits**:
233
 
234
  - `train` — 90% of the in-distribution pool
235
- - `val` — 10% held-out from the in-distribution pool (same images appear as `ood_test` in the paired config)
236
- - `ood_test` — held-out portion from the out-of-distribution pool
237
 
238
  ## What is a config?
239
 
240
- A **config** fully defines a benchmark setting (e.g., country shift, biome shift, region shift).
241
  When you select a config, you automatically get:
242
 
243
  - `train` split
244
- - `val` split
245
  - `ood_test` split
246
 
247
  No filtering or custom split logic is required.
248
 
249
  ## Shared test sets
250
 
251
- Configs come in pairs. For every pair, the test portion of each pool is **constant** regardless of whether it is used as `val` (in-distribution) or `ood_test` (out-of-distribution). For example:
252
 
253
- | Config | train | val | ood_test |
254
- |--------|-------|-----|----------|
255
- | `intl_train_IN__ood_US` | 90% of India | 10% of India | 10% of US |
256
- | `intl_train_US__ood_IN` | 90% of US | 10% of US | 10% of India |
257
 
258
- The "10% of India" set is identical in both rows, and so is the "10% of US" set.
259
 
260
- ## Available configs
261
 
262
  | # | Config name | Shift type | Train on | OOD from |
263
  |---|-------------|-----------|----------|----------|
@@ -265,11 +361,19 @@ The "10% of India" set is identical in both rows, and so is the "10% of US" set.
265
  | 2 | `intl_train_US__ood_IN` | Country | US | India |
266
  | 3 | `biome_Rajasthan_train_WET__ood_DRY` | Biome | Rajasthan WET | Rajasthan DRY |
267
  | 4 | `biome_Rajasthan_train_DRY__ood_WET` | Biome | Rajasthan DRY | Rajasthan WET |
268
- | 5 | `biome_Karnataka_train_WET__ood_DRY` | Biome | Karnataka WET | Karnataka DRY |
269
- | 6 | `biome_Karnataka_train_DRY__ood_WET` | Biome | Karnataka DRY | Karnataka WET |
270
  | 7 | `region_train_North__ood_South` | Region | North India | South India |
271
  | 8 | `region_train_South__ood_North` | Region | South India | North India |
272
 
 
 
 
 
 
 
 
 
273
  ---
274
 
275
  # Export to COCO (recommended for training)
@@ -315,10 +419,10 @@ coco_out/
315
  │ │ └── *.tiff
316
  │ └── annotations/
317
  │ └── instances_train.json
318
- ├── val/
319
  │ ├── images/
320
  │ └── annotations/
321
- │ └── instances_val.json
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 / val / ood_test)
340
  ```python
341
  from datasets import load_dataset
342
 
@@ -346,11 +450,11 @@ ds = load_dataset(
346
  )
347
 
348
  train = ds["train"]
349
- val = ds["val"]
350
  ood_test = ds["ood_test"]
351
 
352
  print(ds)
353
- print(len(train), len(val), len(ood_test))
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
- "val",
12
  "ood_test",
13
  ]
14
 
 
8
 
9
  SPLITS = [
10
  "train",
11
+ "id_test",
12
  "ood_test",
13
  ]
14