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

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Explore detailed documentation for Ultralytics utility operations. Learn about methods like segment2box, make_divisible, clip_boxes, and many more. Ultralytics YOLO, Utility Operations, segment2box, make_divisible, clip_boxes, scale_image, xywh2xyxy, xyxy2xywhn, xywh2ltwh, ltwh2xywh, segments2boxes, crop_mask, process_mask, scale_masks, masks2segments

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](/help/contributing.md) 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