| description: Explore the YOLODataset and its subclasses for object detection, segmentation, and multi-modal tasks. Find details on dataset loading, caching, and augmentation. | |
| keywords: Ultralytics, YOLODataset, object detection, segmentation, dataset loading, caching, data augmentation | |
| # Reference for `ultralytics/data/dataset.py` | |
| !!! Note | |
| 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 🙏! | |
| <br> | |
| ## ::: ultralytics.data.dataset.YOLODataset | |
| <br><br><hr><br> | |
| ## ::: ultralytics.data.dataset.YOLOMultiModalDataset | |
| <br><br><hr><br> | |
| ## ::: ultralytics.data.dataset.GroundingDataset | |
| <br><br><hr><br> | |
| ## ::: ultralytics.data.dataset.YOLOConcatDataset | |
| <br><br><hr><br> | |
| ## ::: ultralytics.data.dataset.SemanticDataset | |
| <br><br><hr><br> | |
| ## ::: ultralytics.data.dataset.ClassificationDataset | |
| <br><br> | |