ultralytics/docs/en/reference/data/utils.md

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Explore in-depth reference for utility functions in Ultralytics data module. Learn about image verification, dataset handling, and more.	Ultralytics, dataset utils, data handling, image verification, Python, data module

Reference for ultralytics/data/utils.py

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This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/utils.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏

::: ultralytics.data.utils.HUBDatasetStats

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::: ultralytics.data.utils.img2label_paths

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::: ultralytics.data.utils.check_file_speeds

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::: ultralytics.data.utils.get_hash

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::: ultralytics.data.utils.exif_size

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::: ultralytics.data.utils.verify_image

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::: ultralytics.data.utils.verify_image_label

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::: ultralytics.data.utils.visualize_image_annotations

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::: ultralytics.data.utils.polygon2mask

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::: ultralytics.data.utils.polygons2masks

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::: ultralytics.data.utils.polygons2masks_overlap

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::: ultralytics.data.utils.find_dataset_yaml

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::: ultralytics.data.utils.convert_ndjson_to_yolo_if_needed

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::: ultralytics.data.utils.check_det_dataset

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::: ultralytics.data.utils.check_cls_dataset

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::: ultralytics.data.utils.compress_one_image

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::: ultralytics.data.utils.load_dataset_cache_file

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::: ultralytics.data.utils.save_dataset_cache_file