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Object detection using the YOLO neural network and CUDA hardware and software architecture

C# 100.00%
cnn cuda deep-learning emgucv-dnn object-detection yolo

webcamyolocuda's Introduction

WebCamYoloCuda

Object detection using the YOLO neural network and CUDA hardware and software architecture https://youtu.be/ZmsavPCiwLU

An experiment was conducted on the use of CUDA and tensor kernels in problems of object detection and recognition. This example uses a pre-trained object detection network such as YOLO v3 trained on the COCO dataset. Requires NVIDIA® GPU with CUDA support and compatible driver. I used Emgu.CV.runtime.windows.cuda version 4.4.0.4099 and all other Emgu.CV packages version 4.4.0.4099 (versions must match).

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webcamyolocuda's Issues

Failed to parse NetParameter file: yolov2-tiny-voc.weights

seems weights file not inclueded

Emgu.CV.Util.CvException
HResult=0x80131500
Message=OpenCV: Failed to parse NetParameter file: D:\Repos\WebCamYoloCuda\bin\Debug\net6.0-windows\networks\yolov2-tiny-voc\yolov2-tiny-voc.weights
Source=Emgu.CV
StackTrace:
at Emgu.CV.CvInvoke.CvErrorHandler(Int32 status, IntPtr funcName, IntPtr errMsg, IntPtr fileName, Int32 line, IntPtr userData)
at Emgu.CV.Dnn.DnnInvoke.cveReadNetFromDarknet(IntPtr cfgFile, IntPtr darknetModel)
at Emgu.CV.Dnn.DnnInvoke.ReadNetFromDarknet(String cfgFile, String darknetModel)
at WebCamYoloCuda.Form1.Load_CNN_Model() in D:\Repos\WebCamYoloCuda\Form1.cs:line 201
at WebCamYoloCuda.Form1.button1_Click(Object sender, EventArgs e) in D:\Repos\WebCamYoloCuda\Form1.cs:line 190
at System.Windows.Forms.Control.OnClick(EventArgs e)
at System.Windows.Forms.Button.OnClick(EventArgs e)
at System.Windows.Forms.Button.OnMouseUp(MouseEventArgs mevent)
at System.Windows.Forms.Control.WmMouseUp(Message& m, MouseButtons button, Int32 clicks)
at System.Windows.Forms.Control.WndProc(Message& m)
at System.Windows.Forms.ButtonBase.WndProc(Message& m)
at System.Windows.Forms.Button.WndProc(Message& m)
at System.Windows.Forms.Control.ControlNativeWindow.OnMessage(Message& m)
at System.Windows.Forms.Control.ControlNativeWindow.WndProc(Message& m)
at System.Windows.Forms.NativeWindow.Callback(IntPtr hWnd, WM msg, IntPtr wparam, IntPtr lparam)

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