mirror of
https://github.com/ultralytics/ultralytics
synced 2026-04-24 07:27:18 +00:00
Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com> Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
96 lines
2 KiB
Markdown
96 lines
2 KiB
Markdown
---
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description: Explore Ultralytics image augmentation techniques like MixUp, Mosaic, and Random Perspective for enhancing model training. Improve your deep learning models now.
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keywords: Ultralytics, image augmentation, MixUp, Mosaic, Random Perspective, deep learning, model training, YOLO
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---
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# Reference for `ultralytics/data/augment.py`
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!!! success "Improvements"
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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! 🙏
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<br>
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## ::: ultralytics.data.augment.BaseTransform
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<br><br><hr><br>
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## ::: ultralytics.data.augment.Compose
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<br><br><hr><br>
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## ::: ultralytics.data.augment.BaseMixTransform
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<br><br><hr><br>
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## ::: ultralytics.data.augment.Mosaic
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<br><br><hr><br>
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## ::: ultralytics.data.augment.MixUp
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<br><br><hr><br>
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## ::: ultralytics.data.augment.CutMix
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<br><br><hr><br>
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## ::: ultralytics.data.augment.RandomPerspective
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<br><br><hr><br>
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## ::: ultralytics.data.augment.RandomHSV
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<br><br><hr><br>
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## ::: ultralytics.data.augment.RandomFlip
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<br><br><hr><br>
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## ::: ultralytics.data.augment.LetterBox
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<br><br><hr><br>
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## ::: ultralytics.data.augment.CopyPaste
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<br><br><hr><br>
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## ::: ultralytics.data.augment.Albumentations
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<br><br><hr><br>
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## ::: ultralytics.data.augment.Format
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<br><br><hr><br>
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## ::: ultralytics.data.augment.LoadVisualPrompt
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<br><br><hr><br>
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## ::: ultralytics.data.augment.RandomLoadText
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<br><br><hr><br>
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## ::: ultralytics.data.augment.ClassifyLetterBox
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<br><br><hr><br>
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## ::: ultralytics.data.augment.CenterCrop
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<br><br><hr><br>
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## ::: ultralytics.data.augment.ToTensor
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<br><br><hr><br>
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## ::: ultralytics.data.augment.v8_transforms
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<br><br><hr><br>
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## ::: ultralytics.data.augment.classify_transforms
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<br><br><hr><br>
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## ::: ultralytics.data.augment.classify_augmentations
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<br><br>
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