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VGG16_Sign_Verification / SignatureDetection /ultralytics /docs /reference /data /augment.md
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metadata 
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

!!! 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