// 窗口关闭
private void SingleCamera_FormClosing(object sender, FormClosingEventArgs e)
{
BnClose_Click(sender, e);
this.Cursor = Cursors.WaitCursor;
// wait ~ 1.5 seconds
for (int i = 0; i < 3; i++)
{
System.Threading.Thread.Sleep(500);
}
this.Cursor = Cursors.Default;
PaddleX.FreeModelMemory(paddlex.model); //释放model资源
System.Environment.Exit(0);
}
// 加载模型
private void BnLoadModel_Click(object sender, EventArgs e)
{
BnStopDetection_Click(sender, e);
//Paths = System.IO.Directory.GetFiles(@"C:\Users\Cleme\source\repos\WindowsFormsApp3\bin\Debug\netcoreapp3.1\datasets\vegetables_cls\all");
Paths = System.IO.Directory.GetFiles(AppDomain.CurrentDomain.BaseDirectory + @"..\..\..\vegetables_cls");
CommonOpenFileDialog fileDialog = new CommonOpenFileDialog();
fileDialog.IsFolderPicker = true;
this.bnLoadModel.Enabled = false;
if (fileDialog.ShowDialog() == CommonFileDialogResult.Ok)
{
if (paddlex.modelPath == "")
{
paddlex.modelPath = fileDialog.FileName;
}
//MessageBox.Show("已选择模型路径:" + modelPath, "选择文件提示", MessageBoxButtons.OK, MessageBoxIcon.Information);
paddlex.model = PaddleX.CreatePaddlexModel(ref paddlex.modelType, paddlex.modelPath, paddlex.useGPU, paddlex.useTrt, paddlex.useMkl, paddlex.mklThreadNum, paddlex.gpuID, paddlex.key, paddlex.useIrOptim);
this.bnLoadModel.Enabled = true;
//Func<bool> handle = () =>
//{
// this.Cursor = Cursors.WaitCursor;
// paddlex.model = PaddleX.CreatePaddlexModel(ref paddlex.modelType, paddlex.modelPath, paddlex.useGPU, paddlex.useTrt, paddlex.useMkl, paddlex.mklThreadNum, paddlex.gpuID, paddlex.key, paddlex.useIrOptim);
// return true;
//};
//IAsyncResult result = handle.BeginInvoke(null, null);
//Thread loading = new Thread(() =>
//{
// while (!result.AsyncWaitHandle.WaitOne(500))
// {
// //do something else ...
// }
// if (handle.EndInvoke(result))
// {
// this.Cursor = Cursors.Default;
// this.bnLoadModel.Enabled = true;
// }
//});
//loading.IsBackground = true;
//loading.Start();
//GC.KeepAlive(modelType);
switch (paddlex.modelType)
{
case 0: tbModeltype.Text = "0：图像分类"; break;
case 1: tbModeltype.Text = "1：目标检测"; break;
case 2: tbModeltype.Text = "2：语义分割"; break;
}
if (paddlex.useGPU)
{
tbModeltype.Text += " GPU";
}
else
{
tbModeltype.Text += " CPU";
}
bnStartDetection.Enabled = true;
//bnStopDetection.Enabled = true;
bnThreshold.Enabled = true;
}
else
{
this.bnLoadModel.Enabled = true;
}
}
private Bitmap Inference(ref Bitmap bmp)
{
Stopwatch stopwatch = new Stopwatch();
stopwatch.Start();
Bitmap bmpNew = bmp.Clone(new Rectangle(0, 0, bmp.Width, bmp.Height), bmp.PixelFormat);
//Bitmap resultShow;
Mat img = BitmapConverter.ToMat(bmpNew);
Graphics g = Graphics.FromImage(bmpNew);
SolidBrush brush = new SolidBrush(Color.White);
int channel = Image.GetPixelFormatSize(bmp.PixelFormat) / 8;
byte[] source = GetbyteData(bmp);
//int stride;
//byte[] source = GetBGRValues(bmp, out stride);
if (paddlex.modelType == 0)
{
bool res = PaddleX.PaddlexClsPredict(paddlex.model, source, bmp.Height, bmp.Width, channel, out int categoryID, out float score);
if (res && score > 0.9)
{
Scalar color = new Scalar(0, 0, 255);
string text = paddlex.category[categoryID] + ": " + score.ToString("f2");
//OpenCvSharp.Size labelSize = Cv2.GetTextSize(text, HersheyFonts.HersheySimplex, 1, 1, out int baseline);
//Cv2.Rectangle(img, new OpenCvSharp.Point(0, 0), new OpenCvSharp.Point(100,20), color, -1, LineTypes.AntiAlias);
//Cv2.PutText(img, text, new OpenCvSharp.Point(5, 10), HersheyFonts.HersheySimplex, 0.5, Scalar.White);
//resultShow = new Bitmap(img.Cols, img.Rows, (int)img.Step(), PixelFormat.Format24bppRgb, img.Data);
//g = Graphics.FromImage(resultShow);
Rectangle rect = new Rectangle(5, 5, 110, 12);
g.FillRectangle(Brushes.Red, rect);
Rectangle innerBounds = new Rectangle(rect.Left, rect.Top, rect.Width - 1, rect.Height - 1);
g.DrawRectangle(Pens.Red, innerBounds);
g.DrawString(text, this.Font, brush, new PointF(5, 5));
}
}
else if (paddlex.modelType == 1)
{
int max_box = 10;
bool res = false;
float[] result = new float[max_box * 6 + 1];
res = PaddleX.PaddlexDetPredict(paddlex.model, source, bmp.Height, bmp.Width, channel, max_box, result, paddlex.visualize);
if (res)
{
Scalar color = new Scalar(255, 0, 0);
for (int i = 0; i < result[0]; i++)
{
if (result[6 * i + 2] < 0.9)
{
continue;
}
Rect rect = new Rect((int)result[6 * i + 3], (int)result[6 * i + 4], (int)result[6 * i + 5], (int)result[6 * i + 6]);
Cv2.Rectangle(img, rect, color, 1, LineTypes.AntiAlias);
string text = paddlex.category[(int)result[6 * i + 1]] + ":" + result[6 * i + 2].ToString("f2");
Cv2.PutText(img, text, new OpenCvSharp.Point((int)result[6 * i + 3], (int)result[6 * i + 4] - 5), HersheyFonts.HersheySimplex, 0.3, Scalar.Red);
}
}
else
{
LogHelper.WriteLog("产品ID检测失败！");
}
}
stopwatch.Stop();
DateTime now = DateTime.Now;
brush.Color = Color.Red;
g.DrawString(now.ToString("yyyy-MM-dd HH:mm:ss dddd"), this.Font, brush, new PointF(bmpNew.Width - 120, bmpNew.Height - 15));
g.DrawString(string.Format("ID：{0}，耗时：{1}/ms", ++n, stopwatch.ElapsedMilliseconds), this.Font, brush, new PointF(5, bmpNew.Height - 15));
brush.Dispose();
g.Dispose();
System.GC.Collect();
return(bmpNew);
}