https://github.com/Devmawi/BlazorObjectDetection-Sample
A sample for demonstrating online execution of an onnx model by a Blazor app.
https://github.com/Devmawi/BlazorObjectDetection-Sample
blazor blazor-example dotnet machine-learning onnx
Last synced: 16 days ago
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A sample for demonstrating online execution of an onnx model by a Blazor app.
- Host: GitHub
- URL: https://github.com/Devmawi/BlazorObjectDetection-Sample
- Owner: Devmawi
- Created: 2022-05-07T10:38:59.000Z (almost 3 years ago)
- Default Branch: master
- Last Pushed: 2022-05-15T12:06:39.000Z (almost 3 years ago)
- Last Synced: 2024-08-03T01:26:12.108Z (9 months ago)
- Topics: blazor, blazor-example, dotnet, machine-learning, onnx
- Language: C#
- Homepage:
- Size: 88.7 MB
- Stars: 5
- Watchers: 1
- Forks: 3
- Open Issues: 0
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Metadata Files:
- Readme: README.md
Awesome Lists containing this project
- awesome-dotnet-machine-learning - Devmawi/BlazorObjectDetection-Sample - Sample?style=social"/> : Simple project for demonstrating how to embed a continuously object detection with Yolo on a video in a hybrid Blazor app (WebView2). (Uncategorized / Uncategorized)
- awesome-yolo-object-detection - Devmawi/BlazorObjectDetection-Sample - Sample?style=social"/> : A sample for demonstrating online execution of an onnx model by a Blazor app. (Other Versions of YOLO)
- awesome-yolo-object-detection - Devmawi/BlazorObjectDetection-Sample - Sample?style=social"/> : A sample for demonstrating online execution of an onnx model by a Blazor app. (Other Versions of YOLO)
README
# Blazor Object Detection
Simple project for demonstrating how to embed a continuously object detection with Yolo
on a video in a hybrid Blazor app (WebView2).
## Main components and technologies:
* Hybrid Blazor with [BlazorWebView](https://medium.com/@devmawin/software-development-and-hybrid-app-development-with-blazorwebview-blazor-59297f399811)
* VideoCapture service based on [VLC Media Player](https://github.com/videolan/libvlcsharp#samples)
* [ML.NET and ONNX runtime for object detection](https://docs.microsoft.com/en-us/dotnet/machine-learning/tutorials/object-detection-onnx)
* [Tiny YOLOv2 form the ONNX model zoo](https://github.com/onnx/models/tree/main/vision/object_detection_segmentation/tiny-yolov2)