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using Hawkeye.VisionBuilder.Workflow.Operations.Attributes;
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using OpenCvSharp;
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using System.Drawing;
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using System.Runtime.InteropServices;
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using Hawkeye.VisionBuilder.Workflow.Datatypes;
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using Hawkeye.VisionBuilder.Workflow.Datatypes.Elements.Origin;
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using Hawkeye.VisionBuilder.Workflow.DataTransfer;
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using Hawkeye.VisionBuilder.Workflow.Datatypes.Elements.Poly;
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using Hawkeye.VisionBuilder.Workflow.Links;
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namespace Hawkeye.VisionBuilder.Workflow.Operations.AI;
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[Category("AI")]
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[IgnoreOperation]
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public class BackgroundSeparationModelOperation:BaseOperation,IHaveOrigin
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{
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private readonly CSharpDataTransferMQ _transfer;
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private int _channels;
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public string ModelName { get; set; } = "background.h5";
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public BackgroundSeparationModelOperation()
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{
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_transfer = PythonModelProxy.GetInterface();
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}
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byte[] MatToBytes(Mat mat)
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{
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if (mat.Channels() == 3)
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{
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mat = mat.CvtColor(ColorConversionCodes.BGR2RGB);
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}
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IntPtr dataPtr = mat.Data;
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int dataSize = mat.Rows * mat.Cols * mat.ElemSize();
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byte[] byteArray = new byte[dataSize];
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Marshal.Copy(dataPtr, byteArray, 0, dataSize);
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return byteArray;
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}
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protected override void InterpretInternal(Context context)
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{
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Result = true;
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if (!CheckImageExists(context)) return;
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if (!CheckColorful(context)) return;
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if (!File.Exists(Path.Combine(@"..\Data\AI", ModelName)))
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{
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Status= $"Model `{ModelName}` not found";
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Result = false;
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return;
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}
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var img = context.ActiveImage.ImageData;
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var bytes= MatToBytes(img);
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var responseBytes = _transfer.TransferData(ModelName, 3, bytes);
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var response = new Mat(img.Rows, img.Cols, MatType.CV_8UC1, responseBytes);
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var contours = response.Threshold(128, 255, ThresholdTypes.Binary).FindContoursAsArray(RetrievalModes.List, ContourApproximationModes.ApproxSimple);
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if (contours.Length == 0)
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{
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Status = "No object found";
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Result = false;
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return;
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}
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// find biggest contour
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var max = 0;
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var maxIndex = 0;
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for (var i = 0; i < contours.Length; i++)
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{
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var area = Cv2.ContourArea(contours[i]);
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if (area > max)
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{
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max = (int)area;
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maxIndex = i;
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}
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}
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PolyElement poly = new PolyElement() { IsGood = true,Editable = false};
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poly.Points = contours[maxIndex].Select(x => new Vector2(x.X, x.Y)).ToArray();
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context.GraphicsElements.Add(poly);
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var rect = Cv2.MinAreaRect(contours[maxIndex]);
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var bound = rect.BoundingRect();
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Origin=new OriginElement()
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{
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Location = new Vector2(bound.Left, bound.Top),
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};
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Status= $"Object found at {Origin.Location}";
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Result = true;
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}
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public override void SetParameters(Dictionary<string, object> parameters)
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{
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base.SetParameters(parameters);
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}
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public override void Save(BinaryWriter bw)
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{
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base.Save(bw);
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bw.Write(ModelName);
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}
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public override void Load(BinaryReader br)
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{
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base.Load(br);
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ModelName = br.ReadString();
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}
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public OriginElement Origin { get; set; }
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}
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