docs/en/reference/utils/ops.md

metadata

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

Reference for ultralytics/utils/ops.py

!!! success "Improvements"

This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/ops.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/ops.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏

::: ultralytics.utils.ops.Profile

---

::: ultralytics.utils.ops.segment2box

---

::: ultralytics.utils.ops.scale_boxes

---

::: ultralytics.utils.ops.make_divisible

---

::: ultralytics.utils.ops.clip_boxes

---

::: ultralytics.utils.ops.clip_coords

---

::: 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

---

::: 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

---

::: ultralytics.utils.ops.empty_like