https://github.com/bobld/yolov4mlnet

Use the YOLO v4 and v5 (ONNX) models for object detection in C# using ML.Net
https://github.com/bobld/yolov4mlnet

computer-vision csharp dotnet dotnet-core machine-learning ml ml-net neural-network onnx v4 v5 yolo yolov4 yolov5

Last synced: 6 days ago
JSON representation

Use the YOLO v4 and v5 (ONNX) models for object detection in C# using ML.Net

• Host: GitHub
• URL: https://github.com/bobld/yolov4mlnet
• Owner: BobLd
• License: mit
• Created: 2020-10-23T12:55:44.000Z (about 4 years ago)
• Default Branch: master
• Last Pushed: 2023-12-28T09:45:39.000Z (11 months ago)
• Last Synced: 2024-11-01T04:27:18.444Z (13 days ago)
• Topics: computer-vision, csharp, dotnet, dotnet-core, machine-learning, ml, ml-net, neural-network, onnx, v4, v5, yolo, yolov4, yolov5
• Language: C#
• Homepage:
• Size: 33.9 MB
• Stars: 79
• Watchers: 7
• Forks: 31
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

        
**See [here](https://github.com/BobLd/YOLOv3MLNet) for YOLO v3 use.**

# YOLO v5 in ML.Net

Use YOLO v5 with ML.Net

Thanks to [raulsf6](https://github.com/raulsf6), [deanbennettdeveloper](https://github.com/deanbennettdeveloper) and [keesschollaart81](https://github.com/keesschollaart81)

- See the discussion in the [Tips for modifying this for YoloV5](https://github.com/BobLd/YOLOv4MLNet/issues/2) issue.

- See the [yolo-v5-incl](https://github.com/BobLd/YOLOv4MLNet/tree/yolo-v5-incl) branch

- See keesschollaart81's [gist](https://gist.github.com/keesschollaart81/83de609f0852670656290fe0180da318)

# YOLO v4 in ML.Net

Use YOLO v4 with ML.Net

Onnx model available in the onnx/models repos [here](https://github.com/onnx/models/tree/main/validated/vision/object_detection_segmentation/yolov4).

Also check https://github.com/dotnet/machinelearning/issues/5466

# Results

![kite](https://github.com/BobLd/YOLOv4MLNet/blob/master/YOLOv4MLNet/Assets/Output/kite._processed.jpg)

![road](https://github.com/BobLd/YOLOv4MLNet/blob/master/YOLOv4MLNet/Assets/Output/cars%20road._processed.jpg)

![gog & cats](https://github.com/BobLd/YOLOv4MLNet/blob/master/YOLOv4MLNet/Assets/Output/dog_cat._processed.jpg)

# Resources

- https://github.com/onnx/models/tree/master/vision/object_detection_segmentation/yolov4

- https://github.com/hunglc007/tensorflow-yolov4-tflite

- https://towardsdatascience.com/yolo-v4-optimal-speed-accuracy-for-object-detection-79896ed47b50