ultralytics/examples

Ultralytics Examples

This directory features a collection of real-world applications and walkthroughs, provided as either Python files or notebooks. Explore the examples below to see how YOLO can be integrated into various applications.

Ultralytics YOLO Example Applications

Title	Format	Contributor
YOLO ONNX Detection Inference with C++	C++/ONNX	Justas Bartnykas
YOLO OpenCV ONNX Detection Python	OpenCV/Python/ONNX	Farid Inawan
YOLO C# ONNX-Runtime	.NET/ONNX-Runtime	Compunet
YOLO .Net ONNX Detection C#	C# .Net	Samuel Stainback
YOLOv8 on NVIDIA Jetson(TensorRT and DeepStream)	Python	Lakshantha
YOLOv8 ONNXRuntime Python	Python/ONNXRuntime	Semih Demirel
RTDETR ONNXRuntime Python	Python/ONNXRuntime	Semih Demirel
YOLOv8 ONNXRuntime CPP	C++/ONNXRuntime	DennisJcy, Onuralp Sezer
RTDETR ONNXRuntime C#	C#/ONNX	Kayzwer
YOLOv8 SAHI Video Inference	Python	Muhammad Rizwan Munawar
YOLOv8 Region Counter	Python	Muhammad Rizwan Munawar
YOLOv8 Segmentation ONNXRuntime Python	Python/ONNXRuntime	jamjamjon
YOLOv8 LibTorch CPP	C++/LibTorch	Myyura
YOLOv8 OpenCV INT8 TFLite Python	Python	Wamiq Raza
YOLOv8 All Tasks ONNXRuntime Rust	Rust/ONNXRuntime	jamjamjon
YOLOv8 OpenVINO CPP	C++/OpenVINO	Erlangga Yudi Pradana
YOLOv5-YOLO11 ONNXRuntime Rust	Rust/ONNXRuntime	jamjamjon

How to Contribute

We greatly appreciate contributions from the community, including examples, applications, and guides. If you'd like to contribute, please follow these guidelines:

1. Create a pull request (PR) with the title prefix [Example], adding your new example folder to the examples/ directory within the repository.
2. Ensure your project adheres to the following standards:
   • Makes use of the ultralytics package.
   • Includes a README.md with clear instructions for setting up and running the example.
   • Avoids adding large files or dependencies unless they are absolutely necessary for the example.
   • Contributors should be willing to provide support for their examples and address related issues.

For more detailed information and guidance on contributing, please visit our contribution documentation.

If you encounter any questions or concerns regarding these guidelines, feel free to open a PR or an issue in the repository, and we will assist you in the contribution process.