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---
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description: Explore detailed documentation on utility operations in Ultralytics including non-max suppression, bounding box transformations, and more.
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keywords: Ultralytics, utility operations, non-max suppression, bounding box transformations, YOLOv8, machine learning
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---
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# Reference for `ultralytics/utils/ops.py`
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!!! note
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This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/ops.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/ops.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/utils/ops.py) 🛠️. Thank you 🙏!
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<br>
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## ::: ultralytics.utils.ops.Profile
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.segment2box
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.scale_boxes
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.make_divisible
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.nms_rotated
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.non_max_suppression
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.clip_boxes
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.clip_coords
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.scale_image
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.xyxy2xywh
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.xywh2xyxy
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.xywhn2xyxy
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.xyxy2xywhn
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.xywh2ltwh
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.xyxy2ltwh
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.ltwh2xywh
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.xyxyxyxy2xywhr
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.xywhr2xyxyxyxy
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.ltwh2xyxy
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.segments2boxes
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.resample_segments
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.crop_mask
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.process_mask
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.process_mask_native
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.scale_masks
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.scale_coords
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.regularize_rboxes
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.masks2segments
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.convert_torch2numpy_batch
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<br><br><hr><br>
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## ::: ultralytics.utils.ops.clean_str
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<br><br>
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