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---
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
---
## BaseTransform
---
### ::: ultralytics.data.augment.BaseTransform
<br><br>
## Compose
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### ::: ultralytics.data.augment.Compose
<br><br>
## BaseMixTransform
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### ::: ultralytics.data.augment.BaseMixTransform
<br><br>
## Mosaic
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### ::: ultralytics.data.augment.Mosaic
<br><br>
## MixUp
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### ::: ultralytics.data.augment.MixUp
<br><br>
## RandomPerspective
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### ::: ultralytics.data.augment.RandomPerspective
<br><br>
## RandomHSV
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### ::: ultralytics.data.augment.RandomHSV
<br><br>
## RandomFlip
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### ::: ultralytics.data.augment.RandomFlip
<br><br>
## LetterBox
---
### ::: ultralytics.data.augment.LetterBox
<br><br>
## CopyPaste
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### ::: ultralytics.data.augment.CopyPaste
<br><br>
## Albumentations
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### ::: ultralytics.data.augment.Albumentations
<br><br>
## Format
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### ::: ultralytics.data.augment.Format
<br><br>
## ClassifyLetterBox
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### ::: ultralytics.data.augment.ClassifyLetterBox
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## CenterCrop
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### ::: ultralytics.data.augment.CenterCrop
<br><br>
## ToTensor
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### ::: ultralytics.data.augment.ToTensor
<br><br>
## v8_transforms
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### ::: ultralytics.data.augment.v8_transforms
<br><br>
## classify_transforms
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### ::: ultralytics.data.augment.classify_transforms
<br><br>
## hsv2colorjitter
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### ::: ultralytics.data.augment.hsv2colorjitter
<br><br>
## classify_albumentations
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### ::: ultralytics.data.augment.classify_albumentations
<br><br>