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YOLOv8-Action-Recognition
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YOLOv8-CPP-Inference
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YOLOv8-LibTorch-CPP-Inference
YOLOv8-LibTorch-CPP-Inference
 
 
YOLOv8-ONNXRuntime-CPP
YOLOv8-ONNXRuntime-CPP
 
 
YOLOv8-ONNXRuntime-Rust
YOLOv8-ONNXRuntime-Rust
 
 
YOLOv8-ONNXRuntime
YOLOv8-ONNXRuntime
 
 
YOLOv8-OpenCV-ONNX-Python
YOLOv8-OpenCV-ONNX-Python
 
 
YOLOv8-OpenCV-int8-tflite-Python
YOLOv8-OpenCV-int8-tflite-Python
 
 
YOLOv8-OpenVINO-CPP-Inference
YOLOv8-OpenVINO-CPP-Inference
 
 
YOLOv8-Region-Counter
YOLOv8-Region-Counter
 
 
YOLOv8-SAHI-Inference-Video
YOLOv8-SAHI-Inference-Video
 
 
YOLOv8-Segmentation-ONNXRuntime-Python
YOLOv8-Segmentation-ONNXRuntime-Python
 
 
README.md
README.md
 
 
heatmaps.ipynb
heatmaps.ipynb
 
 
hub.ipynb
hub.ipynb
 
 
object_counting.ipynb
object_counting.ipynb
 
 
object_tracking.ipynb
object_tracking.ipynb
 
 
tutorial.ipynb
tutorial.ipynb
 
 

README.md

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
YOLOv8 .NET ONNX ImageSharp C#/ONNX/ImageSharp 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
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

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.