Ultralytics Code Refactor https://ultralytics.com/actions (#16712)
Co-authored-by: UltralyticsAssistant <web@ultralytics.com> Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
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18 changed files with 99 additions and 99 deletions
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<br>
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<a href="https://ultralytics.com" target="_blank"><img src="https://raw.githubusercontent.com/ultralytics/assets/main/logo/Ultralytics_Logotype_Original.svg" width="320" alt="Ultralytics logo"></a>
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<a href="https://www.ultralytics.com/" target="_blank"><img src="https://raw.githubusercontent.com/ultralytics/assets/main/logo/Ultralytics_Logotype_Original.svg" width="320" alt="Ultralytics logo"></a>
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# 📚 Ultralytics Docs
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@ -10,7 +10,7 @@
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[](https://github.com/ultralytics/docs/actions/workflows/check_domains.yml)
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[](https://github.com/ultralytics/docs/actions/workflows/format.yml)
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<a href="https://ultralytics.com/discord"><img alt="Discord" src="https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue"></a> <a href="https://community.ultralytics.com"><img alt="Ultralytics Forums" src="https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue"></a> <a href="https://reddit.com/r/ultralytics"><img alt="Ultralytics Reddit" src="https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue"></a>
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<a href="https://discord.com/invite/ultralytics"><img alt="Discord" src="https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue"></a> <a href="https://community.ultralytics.com/"><img alt="Ultralytics Forums" src="https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue"></a> <a href="https://reddit.com/r/ultralytics"><img alt="Ultralytics Reddit" src="https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue"></a>
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## 🛠️ Installation
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@ -142,5 +142,5 @@ For Ultralytics bug reports and feature requests please visit [GitHub Issues](ht
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<img src="https://github.com/ultralytics/assets/raw/main/social/logo-transparent.png" width="3%" alt="space">
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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="3%" alt="Ultralytics BiliBili"></a>
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<img src="https://github.com/ultralytics/assets/raw/main/social/logo-transparent.png" width="3%" alt="space">
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<a href="https://ultralytics.com/discord"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-discord.png" width="3%" alt="Ultralytics Discord"></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="3%" alt="Ultralytics Discord"></a>
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</div>
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@ -226,7 +226,7 @@ def remove_macros():
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# Create a set of indices to remove (including lines before and after)
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indices_to_remove = set()
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for i in macros_indices:
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indices_to_remove.update(range(i - 1, i + 4)) # i-1, i, i+1, i+2, i+3
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indices_to_remove.update(range(i - 1, i + 3)) # i-1, i, i+1, i+2, i+3
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# Create new list of lines, excluding the ones to remove
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new_lines = [line for i, line in enumerate(lines) if i not in indices_to_remove]
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@ -41,7 +41,7 @@ Raspberry Pi is a small, affordable, single-board computer. It has become popula
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## What is Raspberry Pi OS?
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[Raspberry Pi OS](https://www.raspberrypi.com/software) (formerly known as Raspbian) is a Unix-like operating system based on the Debian GNU/Linux distribution for the Raspberry Pi family of compact single-board computers distributed by the Raspberry Pi Foundation. Raspberry Pi OS is highly optimized for the Raspberry Pi with ARM CPUs and uses a modified LXDE desktop environment with the Openbox stacking window manager. Raspberry Pi OS is under active development, with an emphasis on improving the stability and performance of as many Debian packages as possible on Raspberry Pi.
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[Raspberry Pi OS](https://www.raspberrypi.com/software/) (formerly known as Raspbian) is a Unix-like operating system based on the Debian GNU/Linux distribution for the Raspberry Pi family of compact single-board computers distributed by the Raspberry Pi Foundation. Raspberry Pi OS is highly optimized for the Raspberry Pi with ARM CPUs and uses a modified LXDE desktop environment with the Openbox stacking window manager. Raspberry Pi OS is under active development, with an emphasis on improving the stability and performance of as many Debian packages as possible on Raspberry Pi.
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## Flash Raspberry Pi OS to Raspberry Pi
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@ -249,7 +249,7 @@ To reproduce the above Ultralytics benchmarks on all [export formats](../modes/e
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## Use Raspberry Pi Camera
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When using Raspberry Pi for Computer Vision projects, it can be essentially to grab real-time video feeds to perform inference. The onboard MIPI CSI connector on the Raspberry Pi allows you to connect official Raspberry PI camera modules. In this guide, we have used a [Raspberry Pi Camera Module 3](https://www.raspberrypi.com/products/camera-module-3) to grab the video feeds and perform inference using YOLOv8 models.
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When using Raspberry Pi for Computer Vision projects, it can be essentially to grab real-time video feeds to perform inference. The onboard MIPI CSI connector on the Raspberry Pi allows you to connect official Raspberry PI camera modules. In this guide, we have used a [Raspberry Pi Camera Module 3](https://www.raspberrypi.com/products/camera-module-3/) to grab the video feeds and perform inference using YOLOv8 models.
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!!! tip
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@ -257,7 +257,7 @@ When using Raspberry Pi for Computer Vision projects, it can be essentially to g
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!!! note
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Raspberry Pi 5 uses smaller CSI connectors than the Raspberry Pi 4 (15-pin vs 22-pin), so you will need a [15-pin to 22pin adapter cable](https://www.raspberrypi.com/products/camera-cable) to connect to a Raspberry Pi Camera.
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Raspberry Pi 5 uses smaller CSI connectors than the Raspberry Pi 4 (15-pin vs 22-pin), so you will need a [15-pin to 22pin adapter cable](https://www.raspberrypi.com/products/camera-cable/) to connect to a Raspberry Pi Camera.
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### Test the Camera
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, object detection, deep learning, machine learning,
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# ROS (Robot Operating System) quickstart guide
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<p align="center"> <iframe src="https://player.vimeo.com/video/639236696?h=740f412ce5" width="640" height="360" frameborder="0" allow="autoplay; fullscreen; picture-in-picture" allowfullscreen></iframe></p>
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<p align="center"><a href="https://vimeo.com/639236696">ROS Introduction (captioned)</a> from <a href="https://vimeo.com/osrfoundation">Open Robotics</a> on <a href="https://vimeo.com">Vimeo</a>.</p>
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<p align="center"><a href="https://vimeo.com/639236696">ROS Introduction (captioned)</a> from <a href="https://vimeo.com/osrfoundation">Open Robotics</a> on <a href="https://vimeo.com/">Vimeo</a>.</p>
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## What is ROS?
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@ -56,7 +56,7 @@ To quickly get a glimpse of the code coverage status of the `ultralytics` python
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In the sunburst graphic below, the innermost circle is the entire project, moving away from the center are folders then, finally, a single file. The size and color of each slice is representing the number of statements and the coverage, respectively.
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<a href="https://codecov.io/github/ultralytics/ultralytics">
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<a href="https://app.codecov.io/github/ultralytics/ultralytics">
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<img src="https://codecov.io/gh/ultralytics/ultralytics/branch/main/graphs/sunburst.svg?token=HHW7IIVFVY" alt="Ultralytics Codecov Image">
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</a>
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@ -6,7 +6,7 @@ keywords: Ultralytics, Android app, real-time object detection, YOLO models, Ten
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# Ultralytics Android App: Real-time [Object Detection](https://www.ultralytics.com/glossary/object-detection) with YOLO Models
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<a href="https://ultralytics.com/hub" target="_blank">
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<a href="https://www.ultralytics.com/hub" target="_blank">
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<img width="100%" src="https://github.com/ultralytics/docs/releases/download/0/ultralytics-android-app-detection.avif" alt="Ultralytics HUB preview image"></a>
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<br>
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<div align="center">
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@ -22,7 +22,7 @@ keywords: Ultralytics, Android app, real-time object detection, YOLO models, Ten
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<img src="https://github.com/ultralytics/assets/raw/main/social/logo-transparent.png" width="3%" alt="space">
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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="3%" alt="Ultralytics BiliBili"></a>
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<img src="https://github.com/ultralytics/assets/raw/main/social/logo-transparent.png" width="3%" alt="space">
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<a href="https://ultralytics.com/discord"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-discord.png" width="3%" alt="Ultralytics Discord"></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="3%" alt="Ultralytics Discord"></a>
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<br>
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<br>
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<a href="https://play.google.com/store/apps/details?id=com.ultralytics.ultralytics_app" style="text-decoration:none;">
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@ -6,7 +6,7 @@ keywords: Ultralytics HUB, YOLO models, mobile app, iOS, Android, hardware accel
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# Ultralytics HUB App
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<a href="https://ultralytics.com/hub" target="_blank">
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<a href="https://www.ultralytics.com/hub" target="_blank">
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<img width="100%" src="https://github.com/ultralytics/docs/releases/download/0/ultralytics-hub.avif" alt="Ultralytics HUB preview image"></a>
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<br>
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<div align="center">
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@ -22,7 +22,7 @@ keywords: Ultralytics HUB, YOLO models, mobile app, iOS, Android, hardware accel
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<img src="https://github.com/ultralytics/assets/raw/main/social/logo-transparent.png" width="3%" alt="space">
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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="3%" alt="Ultralytics BiliBili"></a>
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<img src="https://github.com/ultralytics/assets/raw/main/social/logo-transparent.png" width="3%" alt="space">
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<a href="https://ultralytics.com/discord"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-discord.png" width="3%" alt="Ultralytics Discord"></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="3%" alt="Ultralytics Discord"></a>
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<br>
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<br>
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<a href="https://apps.apple.com/xk/app/ultralytics/id1583935240" style="text-decoration:none;">
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@ -6,7 +6,7 @@ keywords: Ultralytics, iOS App, YOLO models, real-time object detection, Apple N
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# Ultralytics iOS App: Real-time [Object Detection](https://www.ultralytics.com/glossary/object-detection) with YOLO Models
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<a href="https://ultralytics.com/hub" target="_blank">
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<a href="https://www.ultralytics.com/hub" target="_blank">
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<img width="100%" src="https://github.com/ultralytics/docs/releases/download/0/ultralytics-android-app-detection.avif" alt="Ultralytics HUB preview image"></a>
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<br>
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<div align="center">
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@ -22,7 +22,7 @@ keywords: Ultralytics, iOS App, YOLO models, real-time object detection, Apple N
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<img src="https://github.com/ultralytics/assets/raw/main/social/logo-transparent.png" width="3%" alt="space">
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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="3%" alt="Ultralytics BiliBili"></a>
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<img src="https://github.com/ultralytics/assets/raw/main/social/logo-transparent.png" width="3%" alt="space">
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<a href="https://ultralytics.com/discord"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-discord.png" width="3%" alt="Ultralytics Discord"></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="3%" alt="Ultralytics Discord"></a>
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<br>
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<br>
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<a href="https://apps.apple.com/xk/app/ultralytics/id1583935240" style="text-decoration:none;">
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@ -7,7 +7,7 @@ keywords: Ultralytics HUB, YOLO models, train YOLO, YOLOv5, YOLOv8, object detec
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# Ultralytics HUB
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<div align="center">
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<a href="https://ultralytics.com/hub" target="_blank"><img width="100%" src="https://github.com/ultralytics/docs/releases/download/0/ultralytics-hub.avif"></a>
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<a href="https://www.ultralytics.com/hub" target="_blank"><img width="100%" src="https://github.com/ultralytics/docs/releases/download/0/ultralytics-hub.avif"></a>
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<a href="https://docs.ultralytics.com/zh/hub/">中文</a> |
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<a href="https://docs.ultralytics.com/ko/hub/">한국어</a> |
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<a href="https://docs.ultralytics.com/ja/hub/">日本語</a> |
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@ -22,13 +22,13 @@ keywords: Ultralytics HUB, YOLO models, train YOLO, YOLOv5, YOLOv8, object detec
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<br>
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<br>
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<a href="https://github.com/ultralytics/hub/actions/workflows/ci.yaml"><img src="https://github.com/ultralytics/hub/actions/workflows/ci.yaml/badge.svg" alt="CI CPU"></a> <a href="https://colab.research.google.com/github/ultralytics/hub/blob/main/hub.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> <a href="https://ultralytics.com/discord"><img alt="Discord" src="https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue"></a> <a href="https://community.ultralytics.com"><img alt="Ultralytics Forums" src="https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue"></a> <a href="https://reddit.com/r/ultralytics"><img alt="Ultralytics Reddit" src="https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue"></a>
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<a href="https://github.com/ultralytics/hub/actions/workflows/ci.yaml"><img src="https://github.com/ultralytics/hub/actions/workflows/ci.yaml/badge.svg" alt="CI CPU"></a> <a href="https://colab.research.google.com/github/ultralytics/hub/blob/main/hub.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> <a href="https://discord.com/invite/ultralytics"><img alt="Discord" src="https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue"></a> <a href="https://community.ultralytics.com/"><img alt="Ultralytics Forums" src="https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue"></a> <a href="https://reddit.com/r/ultralytics"><img alt="Ultralytics Reddit" src="https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue"></a>
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</div>
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👋 Hello from the [Ultralytics](https://www.ultralytics.com/) Team! We've been working hard these last few months to launch [Ultralytics HUB](https://www.ultralytics.com/hub), a new web tool for training and deploying all your YOLOv5 and YOLOv8 🚀 models from one spot!
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We hope that the resources here will help you get the most out of HUB. Please browse the HUB <a href="https://docs.ultralytics.com/">Docs</a> for details, raise an issue on <a href="https://github.com/ultralytics/hub/issues/new/choose">GitHub</a> for support, and join our <a href="https://ultralytics.com/discord">Discord</a> community for questions and discussions!
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We hope that the resources here will help you get the most out of HUB. Please browse the HUB <a href="https://docs.ultralytics.com/">Docs</a> for details, raise an issue on <a href="https://github.com/ultralytics/hub/issues/new/choose">GitHub</a> for support, and join our <a href="https://discord.com/invite/ultralytics">Discord</a> community for questions and discussions!
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<div align="center">
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<br>
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@ -44,7 +44,7 @@ We hope that the resources here will help you get the most out of HUB. Please br
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<img src="https://github.com/ultralytics/assets/raw/main/social/logo-transparent.png" width="3%" alt="space">
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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="3%" alt="Ultralytics BiliBili"></a>
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<img src="https://github.com/ultralytics/assets/raw/main/social/logo-transparent.png" width="3%" alt="space">
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<a href="https://ultralytics.com/discord"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-discord.png" width="3%" alt="Ultralytics Discord"></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="3%" alt="Ultralytics Discord"></a>
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</div>
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## Introduction
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@ -61,7 +61,7 @@ We hope that the resources here will help you get the most out of HUB. Please br
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<strong>Watch:</strong> Train Your Custom YOLO Models In A Few Clicks with Ultralytics HUB
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</p>
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We hope that the resources here will help you get the most out of HUB. Please browse the HUB <a href="https://docs.ultralytics.com/hub">Docs</a> for details, raise an issue on <a href="https://github.com/ultralytics/hub/issues/new/choose">GitHub</a> for support, and join our <a href="https://ultralytics.com/discord">Discord</a> community for questions and discussions!
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We hope that the resources here will help you get the most out of HUB. Please browse the HUB <a href="https://docs.ultralytics.com/hub/">Docs</a> for details, raise an issue on <a href="https://github.com/ultralytics/hub/issues/new/choose">GitHub</a> for support, and join our <a href="https://discord.com/invite/ultralytics">Discord</a> community for questions and discussions!
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- [**Quickstart**](quickstart.md): Start training and deploying models in seconds.
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- [**Datasets**](datasets.md): Learn how to prepare and upload your datasets.
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@ -98,4 +98,4 @@ You can report a bug, request a feature, or ask a question on <a href="https://g
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??? tip
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You can join our <a href="https://ultralytics.com/discord">Discord</a> community for questions and discussions!
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You can join our <a href="https://discord.com/invite/ultralytics">Discord</a> community for questions and discussions!
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@ -6,24 +6,24 @@ keywords: Ultralytics, YOLO, YOLO11, object detection, image segmentation, deep
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<div align="center">
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<a href="https://www.ultralytics.com/events/yolovision" target="_blank"><img width="1024%" src="https://github.com/ultralytics/docs/releases/download/0/ultralytics-yolov8-banner.avif" alt="Ultralytics YOLO banner"></a>
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<a href="https://docs.ultralytics.com/zh/">中文</a> |
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<a href="https://docs.ultralytics.com/ko/">한국어</a> |
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<a href="https://docs.ultralytics.com/ja/">日本語</a> |
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<a href="https://docs.ultralytics.com/ru/">Русский</a> |
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<a href="https://docs.ultralytics.com/de/">Deutsch</a> |
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<a href="https://docs.ultralytics.com/fr/">Français</a> |
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<a href="https://docs.ultralytics.com/zh">中文</a> |
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<a href="https://docs.ultralytics.com/ko">한국어</a> |
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<a href="https://docs.ultralytics.com/ja">日本語</a> |
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<a href="https://docs.ultralytics.com/ru">Русский</a> |
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<a href="https://docs.ultralytics.com/de">Deutsch</a> |
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<a href="https://docs.ultralytics.com/fr">Français</a> |
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<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>
|
||||
<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>
|
||||
<br>
|
||||
<br>
|
||||
<a href="https://github.com/ultralytics/ultralytics/actions/workflows/ci.yaml"><img src="https://github.com/ultralytics/ultralytics/actions/workflows/ci.yaml/badge.svg" alt="Ultralytics CI"></a>
|
||||
<a href="https://zenodo.org/badge/latestdoi/264818686"><img src="https://zenodo.org/badge/264818686.svg" alt="YOLO Citation"></a>
|
||||
<a href="https://hub.docker.com/r/ultralytics/ultralytics"><img src="https://img.shields.io/docker/pulls/ultralytics/ultralytics?logo=docker" alt="Docker Pulls"></a>
|
||||
<a href="https://ultralytics.com/discord"><img alt="Discord" src="https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue"></a>
|
||||
<a href="https://community.ultralytics.com"><img alt="Ultralytics Forums" src="https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue"></a>
|
||||
<a href="https://discord.com/invite/ultralytics"><img alt="Discord" src="https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue"></a>
|
||||
<a href="https://community.ultralytics.com/"><img alt="Ultralytics Forums" src="https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue"></a>
|
||||
<a href="https://reddit.com/r/ultralytics"><img alt="Ultralytics Reddit" src="https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue"></a>
|
||||
<br>
|
||||
<a href="https://console.paperspace.com/github/ultralytics/ultralytics"><img src="https://assets.paperspace.io/img/gradient-badge.svg" alt="Run on Gradient"></a>
|
||||
|
|
@ -49,7 +49,7 @@ Explore the Ultralytics Docs, a comprehensive resource designed to help you unde
|
|||
<img src="https://github.com/ultralytics/assets/raw/main/social/logo-transparent.png" width="3%" alt="space">
|
||||
<a href="https://ultralytics.com/bilibili"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-bilibili.png" width="3%" alt="Ultralytics BiliBili"></a>
|
||||
<img src="https://github.com/ultralytics/assets/raw/main/social/logo-transparent.png" width="3%" alt="space">
|
||||
<a href="https://ultralytics.com/discord"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-discord.png" width="3%" alt="Ultralytics Discord"></a>
|
||||
<a href="https://discord.com/invite/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-discord.png" width="3%" alt="Ultralytics Discord"></a>
|
||||
</div>
|
||||
|
||||
## Where to Start
|
||||
|
|
|
|||
|
|
@ -8,7 +8,7 @@ keywords: YOLO11, state-of-the-art object detection, YOLO series, Ultralytics, c
|
|||
|
||||
## Overview
|
||||
|
||||
YOLO11 is the latest iteration in the [Ultralytics](https://www.ultralytics.com) YOLO series of real-time object detectors, redefining what's possible with cutting-edge [accuracy](https://www.ultralytics.com/glossary/accuracy), speed, and efficiency. Building upon the impressive advancements of previous YOLO versions, YOLO11 introduces significant improvements in architecture and training methods, making it a versatile choice for a wide range of [computer vision](https://www.ultralytics.com/glossary/computer-vision-cv) tasks.
|
||||
YOLO11 is the latest iteration in the [Ultralytics](https://www.ultralytics.com/) YOLO series of real-time object detectors, redefining what's possible with cutting-edge [accuracy](https://www.ultralytics.com/glossary/accuracy), speed, and efficiency. Building upon the impressive advancements of previous YOLO versions, YOLO11 introduces significant improvements in architecture and training methods, making it a versatile choice for a wide range of [computer vision](https://www.ultralytics.com/glossary/computer-vision-cv) tasks.
|
||||
|
||||

|
||||
|
||||
|
|
|
|||
|
|
@ -8,7 +8,7 @@ keywords: YOLOv5, Ultralytics, object detection, computer vision, deep learning,
|
|||
|
||||
<div align="center">
|
||||
<p>
|
||||
<a href="https://ultralytics.com/yolov5" target="_blank">
|
||||
<a href="https://www.ultralytics.com/yolo" target="_blank">
|
||||
<img width="100%" src="https://github.com/ultralytics/docs/releases/download/0/ultralytics-yolov5-splash.avif" alt="Ultralytics YOLOv5 v7.0 banner"></a>
|
||||
</p>
|
||||
|
||||
|
|
@ -80,7 +80,7 @@ This badge indicates that all [YOLOv5 GitHub Actions](https://github.com/ultraly
|
|||
<img src="https://github.com/ultralytics/assets/raw/main/social/logo-transparent.png" width="3%" alt="space">
|
||||
<a href="https://ultralytics.com/bilibili"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-bilibili.png" width="3%" alt="Ultralytics BiliBili"></a>
|
||||
<img src="https://github.com/ultralytics/assets/raw/main/social/logo-transparent.png" width="3%" alt="space">
|
||||
<a href="https://ultralytics.com/discord"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-discord.png" width="3%" alt="Ultralytics Discord"></a>
|
||||
<a href="https://discord.com/invite/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-discord.png" width="3%" alt="Ultralytics Discord"></a>
|
||||
</div>
|
||||
|
||||
## Connect and Contribute
|
||||
|
|
|
|||
|
|
@ -18,7 +18,7 @@ pip install -r requirements.txt # install
|
|||
|
||||
## Train On Custom Data
|
||||
|
||||
<a href="https://ultralytics.com/hub" target="_blank">
|
||||
<a href="https://www.ultralytics.com/hub" target="_blank">
|
||||
<img width="100%" src="https://github.com/ultralytics/docs/releases/download/0/ultralytics-active-learning-loop.avif" alt="Ultralytics active learning"></a>
|
||||
<br>
|
||||
<br>
|
||||
|
|
|
|||
Loading…
Add table
Add a link
Reference in a new issue