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---
description: Explore Ultralytics image augmentation techniques like MixUp, Mosaic, and Random Perspective for enhancing model training. Improve your deep learning models now.
keywords: Ultralytics, image augmentation, MixUp, Mosaic, Random Perspective, deep learning, model training, YOLO
---

# Reference for `ultralytics/data/augment.py`

!!! success "Improvements"

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

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## ::: ultralytics.data.augment.BaseTransform

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## ::: ultralytics.data.augment.Compose

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## ::: ultralytics.data.augment.BaseMixTransform

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## ::: ultralytics.data.augment.Mosaic

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## ::: ultralytics.data.augment.MixUp

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## ::: ultralytics.data.augment.CutMix

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## ::: ultralytics.data.augment.RandomPerspective

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## ::: ultralytics.data.augment.RandomHSV

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## ::: ultralytics.data.augment.RandomFlip

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## ::: ultralytics.data.augment.LetterBox

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## ::: ultralytics.data.augment.CopyPaste

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## ::: ultralytics.data.augment.Albumentations

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## ::: ultralytics.data.augment.Format

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## ::: ultralytics.data.augment.LoadVisualPrompt

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## ::: ultralytics.data.augment.RandomLoadText

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## ::: ultralytics.data.augment.ClassifyLetterBox

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## ::: ultralytics.data.augment.CenterCrop

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## ::: ultralytics.data.augment.ToTensor

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## ::: ultralytics.data.augment.v8_transforms

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## ::: ultralytics.data.augment.classify_transforms

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## ::: ultralytics.data.augment.classify_augmentations

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