ultralytics/docs/en/reference/data/augment.md
Glenn Jocher 3637f509dd
ultralytics 8.3.231 New Zensical docs refresh (#22761)
Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
2025-11-23 19:53:50 +01:00

96 lines
2 KiB
Markdown

---
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! 🙏
<br>
## ::: ultralytics.data.augment.BaseTransform
<br><br><hr><br>
## ::: ultralytics.data.augment.Compose
<br><br><hr><br>
## ::: ultralytics.data.augment.BaseMixTransform
<br><br><hr><br>
## ::: ultralytics.data.augment.Mosaic
<br><br><hr><br>
## ::: ultralytics.data.augment.MixUp
<br><br><hr><br>
## ::: ultralytics.data.augment.CutMix
<br><br><hr><br>
## ::: ultralytics.data.augment.RandomPerspective
<br><br><hr><br>
## ::: ultralytics.data.augment.RandomHSV
<br><br><hr><br>
## ::: ultralytics.data.augment.RandomFlip
<br><br><hr><br>
## ::: ultralytics.data.augment.LetterBox
<br><br><hr><br>
## ::: ultralytics.data.augment.CopyPaste
<br><br><hr><br>
## ::: ultralytics.data.augment.Albumentations
<br><br><hr><br>
## ::: ultralytics.data.augment.Format
<br><br><hr><br>
## ::: ultralytics.data.augment.LoadVisualPrompt
<br><br><hr><br>
## ::: ultralytics.data.augment.RandomLoadText
<br><br><hr><br>
## ::: ultralytics.data.augment.ClassifyLetterBox
<br><br><hr><br>
## ::: ultralytics.data.augment.CenterCrop
<br><br><hr><br>
## ::: ultralytics.data.augment.ToTensor
<br><br><hr><br>
## ::: ultralytics.data.augment.v8_transforms
<br><br><hr><br>
## ::: ultralytics.data.augment.classify_transforms
<br><br><hr><br>
## ::: ultralytics.data.augment.classify_augmentations
<br><br>