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cmalbrec commited on
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add custom dataset loading script and corresponding meta data

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  1. dataset.py +95 -0
  2. dataset_info.json +1 -0
dataset.py ADDED
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+ import os
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+ import datasets
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+ import rasterio
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+ import tqdm
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+
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+ class SSL4EOEUForest(datasets.GeneratorBasedBuilder):
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+ def _info(self):
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+ return datasets.DatasetInfo(
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+ description="SSL4EO-EU Forest dataset with four-season of Sentinel-2 timestamps and bounding box metadata extracted from image folders.",
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+ features=datasets.Features({
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+ "image_path": datasets.Value("string"),
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+ "mask_path": datasets.Value("string"),
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+ "start_timestamp": datasets.Value("string"),
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+ "end_timestamp": datasets.Value("string"),
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+ "sentinel_tile_id": datasets.Value("string"),
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+ "bbox": {
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+ "minx": datasets.Value("float32"),
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+ "maxx": datasets.Value("float32"),
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+ "miny": datasets.Value("float32"),
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+ "maxy": datasets.Value("float32"),
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+ }
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+ }),
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+ citation="""@misc{ssl4eo_eu_forest,
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+ author = {Nassim Ait Ali Braham and Conrad M Albrecht},
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+ title = {SSL4EO-EU Forest Dataset},
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+ year = {2025},
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+ howpublished = {https://huggingface.co/datasets/dm4eo/ssl4eo-eu-forest},
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+ note = {This work was carried under the EvoLand project, cf. https://www.evo-land.eu . This project has received funding from the European Union's Horizon Europe research and innovation programme under grant agreement No. 101082130.}
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+ }""",
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+ homepage="https://www.evo-land.eu",
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+ license="CC-BY-4.0",
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+ )
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+
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+ def _split_generators(self, dl_manager):
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+ use_local = os.environ.get("HF_DATASET_LOCAL", "false").lower() == "true"
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+
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+ if use_local:
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+ root = os.path.abspath(".")
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+ else:
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+ root = dl_manager.download_and_extract(".")
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+
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+ images_dir = os.path.join(root, "images")
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+ masks_dir = os.path.join(root, "masks")
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+
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+ return [
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+ datasets.SplitGenerator(name=datasets.Split("all"), gen_kwargs={
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+ "images_dir": images_dir,
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+ "masks_dir": masks_dir
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+ })
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+ ]
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+
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+ def _generate_examples(self, images_dir, masks_dir):
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+ sample_id_list = sorted(os.listdir(images_dir))
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+ key = 0
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+
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+ for sample_id in tqdm.tqdm(sample_id_list, desc="Indexing samples", unit="sample"):
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+ sample_path = os.path.join(images_dir, sample_id)
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+ if not os.path.isdir(sample_path):
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+ continue
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+
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+ timestamp_dirs = sorted(os.listdir(sample_path))
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+ mask_path = os.path.join(masks_dir, sample_id, "mask.tif")
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+ if not os.path.exists(mask_path):
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+ continue
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+
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+ for ts in timestamp_dirs:
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+ parts = ts.split("_")
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+ if len(parts) != 3:
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+ continue
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+
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+ start_ts, end_ts, tile_id = parts
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+ image_path = os.path.join(sample_path, ts, "all_bands.tif")
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+ if not os.path.exists(image_path):
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+ continue
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+
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+ try:
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+ with rasterio.open(image_path) as src:
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+ bounds = src.bounds
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+ except Exception:
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+ continue
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+
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+ yield key, {
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+ "image_path": image_path,
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+ "mask_path": mask_path,
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+ "start_timestamp": start_ts,
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+ "end_timestamp": end_ts,
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+ "sentinel_tile_id": tile_id,
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+ "bbox": {
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+ "minx": bounds.left,
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+ "maxx": bounds.right,
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+ "miny": bounds.bottom,
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+ "maxy": bounds.top
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+ }
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+ }
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+ key += 1
dataset_info.json ADDED
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+ {"description": "SSL4EO-EU Forest dataset with four-season of Sentinel-2 timestamps and bounding box metadata extracted from image folders.", "citation": "@misc{ssl4eo_eu_forest,\n author = {Nassim Ait Ali Braham and Conrad M Albrecht},\n title = {SSL4EO-EU Forest Dataset},\n year = {2025},\n howpublished = {https://huggingface.co/datasets/dm4eo/ssl4eo-eu-forest},\n note = {This work was carried under the EvoLand project, cf. https://www.evo-land.eu . This project has received funding from the European Union's Horizon Europe research and innovation programme under grant agreement No. 101082130.}\n}", "homepage": "https://www.evo-land.eu", "license": "CC-BY-4.0", "features": {"image_path": {"dtype": "string", "_type": "Value"}, "mask_path": {"dtype": "string", "_type": "Value"}, "start_timestamp": {"dtype": "string", "_type": "Value"}, "end_timestamp": {"dtype": "string", "_type": "Value"}, "sentinel_tile_id": {"dtype": "string", "_type": "Value"}, "bbox": {"minx": {"dtype": "float32", "_type": "Value"}, "maxx": {"dtype": "float32", "_type": "Value"}, "miny": {"dtype": "float32", "_type": "Value"}, "maxy": {"dtype": "float32", "_type": "Value"}}}}