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description: Detailed exploration into Ultralytics data augmentation methods including BaseTransform, MixUp, LetterBox, ToTensor, and more for enhancing model performance. |
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keywords: Ultralytics, Data Augmentation, BaseTransform, MixUp, RandomHSV, LetterBox, Albumentations, classify_transforms, classify_albumentations |
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# Reference for `ultralytics/data/augment.py` |
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!!! Note |
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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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/augment.py) 🛠️. Thank you 🙏! |
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## ::: ultralytics.data.augment.BaseTransform |
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<br><br> |
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## ::: ultralytics.data.augment.Compose |
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<br><br> |
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## ::: ultralytics.data.augment.BaseMixTransform |
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<br><br> |
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## ::: ultralytics.data.augment.Mosaic |
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<br><br> |
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## ::: ultralytics.data.augment.MixUp |
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<br><br> |
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## ::: ultralytics.data.augment.RandomPerspective |
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<br><br> |
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## ::: ultralytics.data.augment.RandomHSV |
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<br><br> |
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## ::: ultralytics.data.augment.RandomFlip |
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<br><br> |
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## ::: ultralytics.data.augment.LetterBox |
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<br><br> |
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## ::: ultralytics.data.augment.CopyPaste |
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<br><br> |
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## ::: ultralytics.data.augment.Albumentations |
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<br><br> |
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## ::: ultralytics.data.augment.Format |
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<br><br> |
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## ::: ultralytics.data.augment.ClassifyLetterBox |
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<br><br> |
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## ::: ultralytics.data.augment.CenterCrop |
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<br><br> |
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## ::: ultralytics.data.augment.ToTensor |
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<br><br> |
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## ::: ultralytics.data.augment.v8_transforms |
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<br><br> |
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## ::: ultralytics.data.augment.classify_transforms |
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<br><br> |
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## ::: ultralytics.data.augment.hsv2colorjitter |
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<br><br> |
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## ::: ultralytics.data.augment.classify_albumentations |
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<br><br>
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