File size: 2,719 Bytes
f6228f9
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
---

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`

!!! 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 🙏!


<br>

## ::: ultralytics.utils.ops.Profile

<br><br><hr><br>

## ::: ultralytics.utils.ops.segment2box

<br><br><hr><br>

## ::: ultralytics.utils.ops.scale_boxes



<br><br><hr><br>



## ::: ultralytics.utils.ops.make_divisible

<br><br><hr><br>

## ::: ultralytics.utils.ops.nms_rotated



<br><br><hr><br>



## ::: ultralytics.utils.ops.non_max_suppression



<br><br><hr><br>



## ::: ultralytics.utils.ops.clip_boxes

<br><br><hr><br>

## ::: ultralytics.utils.ops.clip_coords



<br><br><hr><br>



## ::: ultralytics.utils.ops.scale_image

<br><br><hr><br>

## ::: ultralytics.utils.ops.xyxy2xywh

<br><br><hr><br>

## ::: ultralytics.utils.ops.xywh2xyxy

<br><br><hr><br>

## ::: ultralytics.utils.ops.xywhn2xyxy

<br><br><hr><br>

## ::: ultralytics.utils.ops.xyxy2xywhn

<br><br><hr><br>

## ::: ultralytics.utils.ops.xywh2ltwh

<br><br><hr><br>

## ::: ultralytics.utils.ops.xyxy2ltwh

<br><br><hr><br>

## ::: ultralytics.utils.ops.ltwh2xywh

<br><br><hr><br>

## ::: ultralytics.utils.ops.xyxyxyxy2xywhr

<br><br><hr><br>

## ::: ultralytics.utils.ops.xywhr2xyxyxyxy

<br><br><hr><br>

## ::: ultralytics.utils.ops.ltwh2xyxy

<br><br><hr><br>

## ::: ultralytics.utils.ops.segments2boxes

<br><br><hr><br>

## ::: ultralytics.utils.ops.resample_segments



<br><br><hr><br>



## ::: ultralytics.utils.ops.crop_mask

<br><br><hr><br>

## ::: ultralytics.utils.ops.process_mask



<br><br><hr><br>



## ::: ultralytics.utils.ops.process_mask_native



<br><br><hr><br>



## ::: ultralytics.utils.ops.scale_masks

<br><br><hr><br>

## ::: ultralytics.utils.ops.scale_coords



<br><br><hr><br>



## ::: ultralytics.utils.ops.regularize_rboxes

<br><br><hr><br>

## ::: ultralytics.utils.ops.masks2segments

<br><br><hr><br>

## ::: ultralytics.utils.ops.convert_torch2numpy_batch

<br><br><hr><br>

## ::: ultralytics.utils.ops.clean_str



<br><br>