ultralytics
Eval Results (legacy)
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fix(docs): 🐞 fixing bunch of badge text alignments for better visual for readme

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  1. README.md +30 -29
README.md CHANGED
@@ -27,17 +27,17 @@ model-index:
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  value: 57.5
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  name: mAP@0.5:0.95
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  ---
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-
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  <div align="center">
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  <p>
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  <a href="https://www.ultralytics.com/blog/ultralytics-yolo26-the-new-standard-for-edge-first-vision-ai" target="_blank">
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  <img width="100%" src="https://raw.githubusercontent.com/ultralytics/assets/main/yolov8/banner-yolov8.png" alt="Ultralytics YOLO banner"></a>
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  </p>
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-
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- [中文](https://docs.ultralytics.com/zh/) | [한국어](https://docs.ultralytics.com/ko/) | [日本語](https://docs.ultralytics.com/ja/) | [Русский](https://docs.ultralytics.com/ru/) | [Deutsch](https://docs.ultralytics.com/de/) | [Français](https://docs.ultralytics.com/fr/) | [Español](https://docs.ultralytics.com/es) | [Português](https://docs.ultralytics.com/pt/) | [Türkçe](https://docs.ultralytics.com/tr/) | [Tiếng Việt](https://docs.ultralytics.com/vi/) | [العربية](https://docs.ultralytics.com/ar/)
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-
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  <br>
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  <div style="display: flex; flex-wrap: wrap; justify-content: center; align-items: center; gap: 5px;">
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  <a href="https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml"><img src="https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml/badge.svg" alt="Ultralytics CI"></a>
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  <a href="https://pepy.tech/projects/ultralytics" style="position: relative; top: -3px;"><img src="https://static.pepy.tech/badge/ultralytics" alt="Ultralytics Downloads"></a>
@@ -52,7 +52,6 @@ model-index:
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  </div>
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  </div>
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  <br>
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-
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  [Ultralytics](https://www.ultralytics.com/) [YOLO26](https://github.com/ultralytics/ultralytics) is a cutting-edge, state-of-the-art (SOTA) model that builds upon the success of previous Ultralytics YOLO versions and introduces new features and improvements to further boost performance and flexibility. Ultralytics YOLO26 is designed to be fast, accurate, and easy to use, making it an excellent choice for a wide range of object detection and tracking, instance segmentation, image classification and pose estimation tasks.
57
 
58
  We hope that the resources here will help you get the most out of Ultralytics YOLO. Please browse the Ultralytics <a href="https://docs.ultralytics.com/">Docs</a> for details, raise an issue on <a href="https://github.com/ultralytics/ultralytics/issues/new/choose">GitHub</a> for support, questions, or discussions, become a member of the Ultralytics <a href="https://discord.com/invite/ultralytics">Discord</a>, <a href="https://reddit.com/r/ultralytics">Reddit</a> and <a href="https://community.ultralytics.com/">Forums</a>!
@@ -62,15 +61,14 @@ To request an Enterprise License please complete the form at [Ultralytics Licens
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  <a href="https://platform.ultralytics.com/ultralytics/yolo26" target="_blank">
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  <img width="100%" src="https://raw.githubusercontent.com/ultralytics/assets/refs/heads/main/yolo/performance-comparison.png" alt="YOLO26 performance plots">
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  </a>
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-
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- <div style="display: flex; justify-content: center; flex-wrap: wrap;">
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- <a href="https://github.com/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-github.png" width="35%" alt="Ultralytics GitHub"></a>
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- <a href="https://www.linkedin.com/company/ultralytics/"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-linkedin.png" width="35%" alt="Ultralytics LinkedIn"></a>
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- <a href="https://twitter.com/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-twitter.png" width="35%" alt="Ultralytics Twitter"></a>
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- <a href="https://youtube.com/ultralytics?sub_confirmation=1"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-youtube.png" width="35%" alt="Ultralytics YouTube"></a>
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- <a href="https://www.tiktok.com/@ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-tiktok.png" width="35%" alt="Ultralytics TikTok"></a>
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- <a href="https://ultralytics.com/bilibili"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-bilibili.png" width="35%" alt="Ultralytics BiliBili"></a>
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- <a href="https://discord.com/invite/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-discord.png" width="35% alt="Ultralytics Discord"></a>
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  </div>
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  </div>
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@@ -83,7 +81,11 @@ See below for a quickstart install and usage examples, and see our [Docs](https:
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  Pip install the ultralytics package including all [requirements](https://github.com/ultralytics/ultralytics/blob/main/pyproject.toml) in a [**Python>=3.8**](https://www.python.org/) environment with [**PyTorch>=1.8**](https://pytorch.org/get-started/locally/).
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- [![PyPI - Version](https://img.shields.io/pypi/v/ultralytics?logo=pypi&logoColor=white)](https://pypi.org/project/ultralytics/) [![Downloads](https://static.pepy.tech/badge/ultralytics)](https://pepy.tech/project/ultralytics) [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/ultralytics?logo=python&logoColor=gold)](https://pypi.org/project/ultralytics/)
 
 
 
 
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  ```bash
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  pip install ultralytics
@@ -91,7 +93,11 @@ pip install ultralytics
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92
  For alternative installation methods including [Conda](https://anaconda.org/conda-forge/ultralytics), [Docker](https://hub.docker.com/r/ultralytics/ultralytics), and Git, please refer to the [Quickstart Guide](https://docs.ultralytics.com/quickstart/).
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- [![Conda Version](https://img.shields.io/conda/vn/conda-forge/ultralytics?logo=condaforge)](https://anaconda.org/conda-forge/ultralytics) [![Docker Image Version](https://img.shields.io/docker/v/ultralytics/ultralytics?sort=semver&logo=docker)](https://hub.docker.com/r/ultralytics/ultralytics) [![Ultralytics Docker Pulls](https://img.shields.io/docker/pulls/ultralytics/ultralytics?logo=docker)](https://hub.docker.com/r/ultralytics/ultralytics)
 
 
 
 
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  </details>
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@@ -114,10 +120,8 @@ Ultralytics YOLO may also be used directly in a Python environment, and accepts
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115
  ```python
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  from ultralytics import YOLO
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-
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  # Load a model
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  model = YOLO("yolo26n.pt")
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-
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  # Train the model
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  train_results = model.train(
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  data="coco8.yaml", # path to dataset YAML
@@ -125,14 +129,11 @@ train_results = model.train(
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  imgsz=640, # training image size
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  device="cpu", # device to run on, i.e. device=0 or device=0,1,2,3 or device=cpu
127
  )
128
-
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  # Evaluate model performance on the validation set
130
  metrics = model.val()
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-
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  # Perform object detection on an image
133
  results = model("path/to/image.jpg")
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  results[0].show()
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-
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  # Export the model to ONNX format
137
  path = model.export(format="onnx") # return path to exported model
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  ```
@@ -269,12 +270,12 @@ Ultralytics offers two licensing options to accommodate diverse use cases:
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  For Ultralytics bug reports and feature requests please visit [GitHub Issues](https://github.com/ultralytics/ultralytics/issues). Become a member of the Ultralytics [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), or [Forums](https://community.ultralytics.com/) for asking questions, sharing projects, learning discussions, or for help with all things Ultralytics!
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  <br>
272
- <div style="display: flex; justify-content: center; flex-wrap: wrap; gap: 5px; ">
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- <a href="https://github.com/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-github.png" width="35%" alt="Ultralytics GitHub"></a>
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- <a href="https://www.linkedin.com/company/ultralytics/"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-linkedin.png" width="35%" alt="Ultralytics LinkedIn"></a>
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- <a href="https://twitter.com/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-twitter.png" width="35%" alt="Ultralytics Twitter"></a>
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- <a href="https://youtube.com/ultralytics?sub_confirmation=1"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-youtube.png" width="35%" alt="Ultralytics YouTube"></a>
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- <a href="https://www.tiktok.com/@ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-tiktok.png" width="35%" alt="Ultralytics TikTok"></a>
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- <a href="https://ultralytics.com/bilibili"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-bilibili.png" width="35%" alt="Ultralytics BiliBili"></a>
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- <a href="https://discord.com/invite/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-discord.png" width="35% alt="Ultralytics Discord"></a>
280
  </div>
 
27
  value: 57.5
28
  name: mAP@0.5:0.95
29
  ---
 
30
  <div align="center">
31
  <p>
32
  <a href="https://www.ultralytics.com/blog/ultralytics-yolo26-the-new-standard-for-edge-first-vision-ai" target="_blank">
33
  <img width="100%" src="https://raw.githubusercontent.com/ultralytics/assets/main/yolov8/banner-yolov8.png" alt="Ultralytics YOLO banner"></a>
34
  </p>
35
+ <p>
36
+ <a href="https://docs.ultralytics.com/zh/">中文</a> | <a href="https://docs.ultralytics.com/ko/">한국어</a> | <a href="https://docs.ultralytics.com/ja/">日本語</a> | <a href="https://docs.ultralytics.com/ru/">Русский</a> | <a href="https://docs.ultralytics.com/de/">Deutsch</a> | <a href="https://docs.ultralytics.com/fr/">Français</a> | <a href="https://docs.ultralytics.com/es">Español</a> | <a href="https://docs.ultralytics.com/pt/">Português</a> | <a href="https://docs.ultralytics.com/tr/">Türkçe</a> | <a href="https://docs.ultralytics.com/vi/">Tiếng Việt</a> | <a href="https://docs.ultralytics.com/ar/">العربية</a>
37
+ </p>
38
  <br>
39
 
40
+
41
  <div style="display: flex; flex-wrap: wrap; justify-content: center; align-items: center; gap: 5px;">
42
  <a href="https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml"><img src="https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml/badge.svg" alt="Ultralytics CI"></a>
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  <a href="https://pepy.tech/projects/ultralytics" style="position: relative; top: -3px;"><img src="https://static.pepy.tech/badge/ultralytics" alt="Ultralytics Downloads"></a>
 
52
  </div>
53
  </div>
54
  <br>
 
55
  [Ultralytics](https://www.ultralytics.com/) [YOLO26](https://github.com/ultralytics/ultralytics) is a cutting-edge, state-of-the-art (SOTA) model that builds upon the success of previous Ultralytics YOLO versions and introduces new features and improvements to further boost performance and flexibility. Ultralytics YOLO26 is designed to be fast, accurate, and easy to use, making it an excellent choice for a wide range of object detection and tracking, instance segmentation, image classification and pose estimation tasks.
56
 
57
  We hope that the resources here will help you get the most out of Ultralytics YOLO. Please browse the Ultralytics <a href="https://docs.ultralytics.com/">Docs</a> for details, raise an issue on <a href="https://github.com/ultralytics/ultralytics/issues/new/choose">GitHub</a> for support, questions, or discussions, become a member of the Ultralytics <a href="https://discord.com/invite/ultralytics">Discord</a>, <a href="https://reddit.com/r/ultralytics">Reddit</a> and <a href="https://community.ultralytics.com/">Forums</a>!
 
61
  <a href="https://platform.ultralytics.com/ultralytics/yolo26" target="_blank">
62
  <img width="100%" src="https://raw.githubusercontent.com/ultralytics/assets/refs/heads/main/yolo/performance-comparison.png" alt="YOLO26 performance plots">
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  </a>
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+ <div align="center" style="display: flex; flex-wrap: wrap; justify-content: center; align-items: center; gap: 20px;">
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+ <a href="https://github.com/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-github.png" width="24" alt="Ultralytics GitHub"></a>
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+ <a href="https://www.linkedin.com/company/ultralytics/"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-linkedin.png" width="24" alt="Ultralytics LinkedIn"></a>
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+ <a href="https://twitter.com/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-twitter.png" width="24" alt="Ultralytics Twitter"></a>
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+ <a href="https://www.youtube.com/ultralytics?sub_confirmation=1"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-youtube.png" width="24" alt="Ultralytics YouTube"></a>
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+ <a href="https://www.tiktok.com/@ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-tiktok.png" width="24" alt="Ultralytics TikTok"></a>
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+ <a href="https://ultralytics.com/bilibili"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-bilibili.png" width="24" alt="Ultralytics BiliBili"></a>
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+ <a href="https://discord.com/invite/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-discord.png" width="24" alt="Ultralytics Discord"></a>
 
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  </div>
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  </div>
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82
  Pip install the ultralytics package including all [requirements](https://github.com/ultralytics/ultralytics/blob/main/pyproject.toml) in a [**Python>=3.8**](https://www.python.org/) environment with [**PyTorch>=1.8**](https://pytorch.org/get-started/locally/).
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+ <div align="left" style="display: flex; flex-wrap: wrap; justify-content: left; align-items: center; gap: 5px;">
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+ <a href="https://pypi.org/project/ultralytics/"><img src="https://img.shields.io/pypi/v/ultralytics?logo=pypi&logoColor=white" alt="PyPI - Version"></a>
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+ <a href="https://pepy.tech/project/ultralytics"><img src="https://static.pepy.tech/badge/ultralytics" style="position: relative; top: -3px;" alt="Downloads"></a>
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+ <a href="https://pypi.org/project/ultralytics/"><img src="https://img.shields.io/pypi/pyversions/ultralytics?logo=python&logoColor=gold" alt="PyPI - Python Version"></a>
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+ </div>
89
 
90
  ```bash
91
  pip install ultralytics
 
93
 
94
  For alternative installation methods including [Conda](https://anaconda.org/conda-forge/ultralytics), [Docker](https://hub.docker.com/r/ultralytics/ultralytics), and Git, please refer to the [Quickstart Guide](https://docs.ultralytics.com/quickstart/).
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+ <div align="left" style="display: flex; flex-wrap: wrap; justify-content: left; align-items: center; gap: 5px;">
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+ <a href="https://anaconda.org/conda-forge/ultralytics"><img src="https://img.shields.io/conda/vn/conda-forge/ultralytics?logo=condaforge" alt="Conda Version"></a>
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+ <a href="https://hub.docker.com/r/ultralytics/ultralytics"><img src="https://img.shields.io/docker/v/ultralytics/ultralytics?sort=semver&logo=docker" alt="Docker Image Version"></a>
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+ <a href="https://hub.docker.com/r/ultralytics/ultralytics"><img src="https://img.shields.io/docker/pulls/ultralytics/ultralytics?logo=docker" alt="Ultralytics Docker Pulls"></a>
100
+ </div>
101
 
102
  </details>
103
 
 
120
 
121
  ```python
122
  from ultralytics import YOLO
 
123
  # Load a model
124
  model = YOLO("yolo26n.pt")
 
125
  # Train the model
126
  train_results = model.train(
127
  data="coco8.yaml", # path to dataset YAML
 
129
  imgsz=640, # training image size
130
  device="cpu", # device to run on, i.e. device=0 or device=0,1,2,3 or device=cpu
131
  )
 
132
  # Evaluate model performance on the validation set
133
  metrics = model.val()
 
134
  # Perform object detection on an image
135
  results = model("path/to/image.jpg")
136
  results[0].show()
 
137
  # Export the model to ONNX format
138
  path = model.export(format="onnx") # return path to exported model
139
  ```
 
270
  For Ultralytics bug reports and feature requests please visit [GitHub Issues](https://github.com/ultralytics/ultralytics/issues). Become a member of the Ultralytics [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), or [Forums](https://community.ultralytics.com/) for asking questions, sharing projects, learning discussions, or for help with all things Ultralytics!
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  <br>
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+ <div align="center" style="display: flex; flex-wrap: wrap; justify-content: center; align-items: center; gap: 20px;">
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+ <a href="https://github.com/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-github.png" width="24" alt="Ultralytics GitHub"></a>
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+ <a href="https://www.linkedin.com/company/ultralytics/"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-linkedin.png" width="24" alt="Ultralytics LinkedIn"></a>
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+ <a href="https://twitter.com/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-twitter.png" width="24" alt="Ultralytics Twitter"></a>
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+ <a href="https://www.youtube.com/ultralytics?sub_confirmation=1"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-youtube.png" width="24" alt="Ultralytics YouTube"></a>
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+ <a href="https://www.tiktok.com/@ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-tiktok.png" width="24" alt="Ultralytics TikTok"></a>
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+ <a href="https://ultralytics.com/bilibili"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-bilibili.png" width="24" alt="Ultralytics BiliBili"></a>
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+ <a href="https://discord.com/invite/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-discord.png" width="24" alt="Ultralytics Discord"></a>
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  </div>