| --- |
| description: Detailed exploration into Ultralytics data augmentation methods including BaseTransform, MixUp, LetterBox, ToTensor, and more for enhancing model performance. |
| keywords: Ultralytics, Data Augmentation, BaseTransform, MixUp, RandomHSV, LetterBox, Albumentations, classify_transforms, classify_albumentations |
| --- |
| |
| # Reference for `ultralytics/data/augment.py` |
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| !!! note |
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| Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/augment.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/augment.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏! |
| |
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| ## ::: ultralytics.data.augment.BaseTransform |
| <br><br> |
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| ## ::: ultralytics.data.augment.Compose |
| <br><br> |
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| --- |
| ## ::: ultralytics.data.augment.BaseMixTransform |
| <br><br> |
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| --- |
| ## ::: ultralytics.data.augment.Mosaic |
| <br><br> |
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| --- |
| ## ::: ultralytics.data.augment.MixUp |
| <br><br> |
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| --- |
| ## ::: ultralytics.data.augment.RandomPerspective |
| <br><br> |
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| --- |
| ## ::: ultralytics.data.augment.RandomHSV |
| <br><br> |
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| --- |
| ## ::: ultralytics.data.augment.RandomFlip |
| <br><br> |
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| --- |
| ## ::: ultralytics.data.augment.LetterBox |
| <br><br> |
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| --- |
| ## ::: ultralytics.data.augment.CopyPaste |
| <br><br> |
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| --- |
| ## ::: ultralytics.data.augment.Albumentations |
| <br><br> |
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| ## ::: ultralytics.data.augment.Format |
| <br><br> |
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| ## ::: ultralytics.data.augment.ClassifyLetterBox |
| <br><br> |
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| --- |
| ## ::: ultralytics.data.augment.CenterCrop |
| <br><br> |
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| --- |
| ## ::: ultralytics.data.augment.ToTensor |
| <br><br> |
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| --- |
| ## ::: ultralytics.data.augment.v8_transforms |
| <br><br> |
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| --- |
| ## ::: ultralytics.data.augment.classify_transforms |
| <br><br> |
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| --- |
| ## ::: ultralytics.data.augment.hsv2colorjitter |
| <br><br> |
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| --- |
| ## ::: ultralytics.data.augment.classify_albumentations |
| <br><br> |
| |
