yolov26_3d/docs/en/reference/data/augment.md

description, keywords

description	keywords
Explore Ultralytics image augmentation techniques like MixUp, Mosaic, and Random Perspective for enhancing model training. Improve your deep learning models now.	Ultralytics, image augmentation, MixUp, Mosaic, Random Perspective, deep learning, model training, YOLO

Reference for ultralytics/data/augment.py

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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! 🙏

::: ultralytics.data.augment.BaseTransform

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::: ultralytics.data.augment.Compose

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::: ultralytics.data.augment.BaseMixTransform

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::: ultralytics.data.augment.Mosaic

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::: ultralytics.data.augment.MixUp

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::: ultralytics.data.augment.CutMix

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::: ultralytics.data.augment.RandomPerspective

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::: ultralytics.data.augment.RandomHSV

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::: ultralytics.data.augment.RandomFlip

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::: ultralytics.data.augment.LetterBox

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::: ultralytics.data.augment.CopyPaste

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::: ultralytics.data.augment.Albumentations

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::: ultralytics.data.augment.Format

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::: ultralytics.data.augment.LoadVisualPrompt

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::: ultralytics.data.augment.RandomLoadText

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::: ultralytics.data.augment.ClassifyLetterBox

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::: ultralytics.data.augment.CenterCrop

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::: ultralytics.data.augment.ToTensor

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::: ultralytics.data.augment.v8_transforms

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::: ultralytics.data.augment.classify_transforms

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::: ultralytics.data.augment.classify_augmentations