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This tutorial covers creating an object detection plugin for a Unity game engine project using ONNX Runtime and DirectML.

Home Page: https://christianjmills.com/posts/onnx-directml-unity-tutorial/part-1/

License: MIT License

C++ 32.44% C 1.70% C# 65.86%
tutorial unity directml object-detection onnxruntime yolox

onnx-directml-unity-tutorial's Introduction

ONNX Runtime → DirectML → Unity → Tutorial

Tutorial Links

  • Training Tutorial: Train a YOLOX model using IceVision.
  • Part 1: Create a dynamic link library (DLL) file in Visual Studio to perform object detection with a YOLOX model using ONNX Runtime and DirectML.
  • Part 2: Perform object detection in a Unity project with ONNX Runtime and DirectML.

Demo Video

unity-onnx-directml-demo.mp4

Training Code

Jupyter Notebook Colab         Kaggle        
GitHub Repository Open In Colab Kaggle

Note: Training on the free GPU tier for Google Colab takes approximately 11 minutes per epoch, while training on the free GPU tier for Kaggle Notebooks takes around 15 minutes per epoch.

Kaggle Datasets

Reference Images


Class Image
call call
dislike dislike
fist fist
four four
like like
mute mute
ok ok
one one
palm palm
peace peace
peace_inverted peace_inverted
rock rock
stop stop
stop_inverted stop_inverted
three three
three2 three2
two_up two_up
two_up_inverted two_up_inverted

onnx-directml-unity-tutorial's People

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onnx-directml-unity-tutorial's Issues

Yolov7

Hi, can I use this plugin to load Yolov7-Tiny?

DllNotFoundException: ONNX_YOLOX_DLL assembly: type: member:(null)

Hi, Tried to use on Unity OSX 2021.3.5f1
error when I play in editor, all DLL placed in plugin folder like tutorial
(Assets/Plugins/x86_64/ONNX_YOLOX_DLL.dll)

DllNotFoundException: ONNX_YOLOX_DLL assembly: type: member:(null)
ObjectDetector.UploadTexture (UnityEngine.Texture2D texture) (at Assets/_MAIN/_ONNX-YOLOX/Scripts/ObjectDetector.cs:553)
ObjectDetector.Update () (at Assets/_MAIN/_ONNX-YOLOX/Scripts/ObjectDetector.cs:680)

Regards,

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