ultralytics/docs/en/reference/utils/ops.md

description	keywords
Explore detailed documentation on utility operations in Ultralytics including non-max suppression, bounding box transformations, and more.	Ultralytics, utility operations, non-max suppression, bounding box transformations, YOLOv8, machine learning

Reference for ultralytics/utils/ops.py

!!! Note

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 🙏!

::: ultralytics.utils.ops.Profile

::: ultralytics.utils.ops.segment2box

::: ultralytics.utils.ops.scale_boxes

::: ultralytics.utils.ops.make_divisible

::: ultralytics.utils.ops.nms_rotated

::: ultralytics.utils.ops.non_max_suppression

::: ultralytics.utils.ops.clip_boxes

::: ultralytics.utils.ops.clip_coords

::: ultralytics.utils.ops.scale_image

::: ultralytics.utils.ops.xyxy2xywh

::: ultralytics.utils.ops.xywh2xyxy

::: ultralytics.utils.ops.xywhn2xyxy

::: ultralytics.utils.ops.xyxy2xywhn

::: ultralytics.utils.ops.xywh2ltwh

::: ultralytics.utils.ops.xyxy2ltwh

::: ultralytics.utils.ops.ltwh2xywh

::: ultralytics.utils.ops.xyxyxyxy2xywhr

::: ultralytics.utils.ops.xywhr2xyxyxyxy

::: ultralytics.utils.ops.ltwh2xyxy

::: ultralytics.utils.ops.segments2boxes

::: ultralytics.utils.ops.resample_segments

::: ultralytics.utils.ops.crop_mask

::: ultralytics.utils.ops.process_mask_upsample

::: ultralytics.utils.ops.process_mask

::: ultralytics.utils.ops.process_mask_native

::: ultralytics.utils.ops.scale_masks

::: ultralytics.utils.ops.scale_coords

::: ultralytics.utils.ops.regularize_rboxes

::: ultralytics.utils.ops.masks2segments

::: ultralytics.utils.ops.convert_torch2numpy_batch

::: ultralytics.utils.ops.clean_str