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ultralytics/docs/en/reference/utils/ops.md
Glenn Jocher a8e3450e62
ultralytics 8.3.190 Autobackend torch-native NMS (#21862) 
Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Laughing-q <1185102784@qq.com>
2025-08-31 17:10:26 +02:00

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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.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




::: 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