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

metadata

description: >-
  Explore detailed documentation for Ultralytics utility operations. Learn about
  methods like segment2box, make_divisible, clip_boxes, and many more.
keywords: >-
  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

Full source code for 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). Help us fix any issues you see by submitting 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.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.xyn2xy

---

::: 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.masks2segments

---

::: ultralytics.utils.ops.clean_str