| ---
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| description: Explore the YOLODataset and its subclasses for object detection, segmentation, and multi-modal tasks. Find details on dataset loading, caching, and augmentation.
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| keywords: Ultralytics, YOLODataset, object detection, segmentation, dataset loading, caching, data augmentation
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| ---
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| # Reference for `ultralytics/data/dataset.py`
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| !!! note
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| This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/dataset.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/dataset.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/dataset.py) 🛠️. Thank you 🙏!
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| <br>
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| ## ::: ultralytics.data.dataset.YOLODataset
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| <br><br><hr><br>
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| ## ::: ultralytics.data.dataset.YOLOMultiModalDataset
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| <br><br><hr><br>
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| ## ::: ultralytics.data.dataset.GroundingDataset
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| <br><br><hr><br>
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| ## ::: ultralytics.data.dataset.YOLOConcatDataset
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| <br><br><hr><br>
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| ## ::: ultralytics.data.dataset.SemanticDataset
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| <br><br><hr><br>
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| ## ::: ultralytics.data.dataset.ClassificationDataset
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| <br><br>
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