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description keywords
Detailed exploration into Ultralytics data augmentation methods including BaseTransform, MixUp, LetterBox, ToTensor, and more for enhancing model performance. Ultralytics, Data Augmentation, BaseTransform, MixUp, RandomHSV, LetterBox, Albumentations, classify_transforms, classify_albumentations

Reference for ultralytics/data/augment.py

!!! note

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 🙏!

::: ultralytics.data.augment.BaseTransform




::: ultralytics.data.augment.Compose




::: ultralytics.data.augment.BaseMixTransform




::: ultralytics.data.augment.Mosaic




::: ultralytics.data.augment.MixUp




::: 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.ClassifyLetterBox




::: ultralytics.data.augment.CenterCrop




::: ultralytics.data.augment.ToTensor




::: ultralytics.data.augment.v8_transforms




::: ultralytics.data.augment.classify_transforms




::: ultralytics.data.augment.hsv2colorjitter




::: ultralytics.data.augment.classify_albumentations