--- 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` !!! note 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). 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/augment.py) 🛠️. Thank you 🙏!
## ::: ultralytics.data.augment.BaseTransform

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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