c# OpencvSharp4 抓边
Iawfy_ 人气:0环境: VS2019 , OpencvSharp4 4.5.5.20211231 , .NET Framework 4.8
界面设计:
图像显示用的是picturebox 控件都是windows基本控件
效果展示:
图像是自己画图画的 所以抓的效果比较好 。其他图片的话可能需要调整一下相关参数,效果可能达不到这么好
实现原理: 在图像中选择ROI,从原图上把对应ROI部分的图像扣下来,然后对扣下来的图像进行边缘处理等操作,得到边缘和拟合线,最后在原图上将边缘和拟合线画出来即可。注意,得到的边缘是相对于ROI区域的坐标,需要转化成相对于原图的坐标才行,只需加上ROI的坐标即可。
主要部分代码:
定义的ROI类 注意一下四个点的相对位置
public class ROI { // 四个点的顺序关系 // 1---2 // | | // 3---4 public OpenCvSharp.Point FirstPoint { get; set; } = new OpenCvSharp.Point(0, 0); public OpenCvSharp.Point SecondPoint { get; set; } = new OpenCvSharp.Point(0, 0); public OpenCvSharp.Point ThirdPoint { get; set; } = new OpenCvSharp.Point(0, 0); public OpenCvSharp.Point FourthPoint { get; set; } = new OpenCvSharp.Point(0, 0); public OpenCvSharp.Point2f Center { get { OpenCvSharp.Point2f center = new OpenCvSharp.Point2f(); center.X = (float)((FirstPoint.X + SecondPoint.X + ThirdPoint.X + FourthPoint.X) / 4.0); center.Y = (float)((FirstPoint.Y + SecondPoint.Y + ThirdPoint.Y + FourthPoint.Y) / 4.0); return center; } } public OpenCvSharp.Size2f Size { get { return new OpenCvSharp.Size2f(Width, Height); } } public int XLeft { get { return FirstPoint.X; } } public int YTop { get { return FirstPoint.Y; } } public int XRight { get { return FourthPoint.X; } } public int YBottom { get { return FourthPoint.Y; } } public double Width { get { return FourthPoint.X - FirstPoint.X; } } public double Height { get { return FourthPoint.Y - FirstPoint.Y; } } public void Reset() { FirstPoint = new OpenCvSharp.Point(0, 0); SecondPoint = new OpenCvSharp.Point(0, 0); ThirdPoint = new OpenCvSharp.Point(0, 0); FourthPoint = new OpenCvSharp.Point(0, 0); } // 四个点全为0 则判断为空 public bool IsNull() { bool en = true; en = en && FirstPoint == new OpenCvSharp.Point(0, 0); en = en && SecondPoint == new OpenCvSharp.Point(0, 0); en = en && ThirdPoint == new OpenCvSharp.Point(0, 0); en = en && FourthPoint == new OpenCvSharp.Point(0, 0); return en; } public OpenCvSharp.Point2f[] GetCoutonrs2f() { OpenCvSharp.Point2f[] coutonrs = new OpenCvSharp.Point2f[4]; coutonrs[0] = FirstPoint; coutonrs[1] = SecondPoint; coutonrs[2] = FourthPoint; coutonrs[3] = ThirdPoint; return coutonrs; } public OpenCvSharp.Point[] GetCoutonrs() { OpenCvSharp.Point[] coutonrs = new OpenCvSharp.Point[4]; coutonrs[0] = FirstPoint; coutonrs[1] = SecondPoint; coutonrs[2] = FourthPoint; coutonrs[3] = ThirdPoint; return coutonrs; } }
相关变量:
public enum eDirections // ROI移动方向 { NULL = 0, 上 = 1, 下 = 2, 左 = 3, 右 = 4 } //ROI大小调整方式 public enum eResizeMode { All = 0, // 长宽一起调整 Width = 1, // 只变宽度 即 矩形的长 Height = 2, // 只变高度 即 矩形的宽 } public class yVars { public static string OriImg; // 原图 public static bool IsDrawEdgeOK = false; public static bool pbxMouseDown = false; public static bool IsMouseMove = false; public static bool IsSelectROIOK = false; public static bool IsMouseUp = false; public static int step; //ROI区域移动步长 public static eDirections direct = eDirections.NULL; public static int ROINum = 1; // 操作第一个ROI还是第二个ROI public static bool IsSelectingROI = false; // public static bool IsSelectROI_1 = false; public static bool IsSelectROI_1_OK = false; public static bool IsSelectROI_2 = false; public static bool IsSelectROI_2_OK = false; public static ROI myROI_1 = new ROI(); public static ROI myROI_2 = new ROI(); }
ROI的绘制:
矩形的ROI ,我们只需要两个点就能确定一个矩形。
我们获取到的位置是鼠标相对于picturebox的位置,需要转化成相对于图像的坐标,我的 picturebox 的 sizemode 是 stretchImage ,所以按比例转化过去就行。
在 picturebox 的 mousedown 事件中 记录鼠标按下的第一个位置 为ROI的第一个点。
我把绘制ROI的过程写在 mousemove 事件里面,这样就能实现在确定第一个点后鼠标移动时ROI区域一直显示出来
private void pbxImgShow_MouseMove(object sender, MouseEventArgs e) { if (yVars.IsSelectROI_1 == false && yVars.IsSelectROI_2 == false) return; if (yVars.pbxMouseDown == false) return; if (yVars.IsMouseUp == true) return; int mx = 0, my = 0; Mat mm = new Mat(yVars.OriImg); // 鼠标相对于picturebox的位置 mx = Frm_Main.Instance.pbxImgShow.PointToClient(Control.MousePosition).X; my = Frm_Main.Instance.pbxImgShow.PointToClient(Control.MousePosition).Y; // 鼠标移动时 位置在 picturebox 中就画出对应的ROI形状 if (mx < pbxImgShow.Width && my < pbxImgShow.Height) { //转成在图片上的位置 double xx = mx * mm.Width * 1.0 / Frm_Main.Instance.pbxImgShow.Width; double yy = my * mm.Height * 1.0 / Frm_Main.Instance.pbxImgShow.Height; if (yVars.IsSelectROI_1 == true) { yVars.myROI_1.FourthPoint = new OpenCvSharp.Point(xx, yy); yVars.myROI_1.SecondPoint = new OpenCvSharp.Point(xx, yVars.myROI_1.FirstPoint.Y); yVars.myROI_1.ThirdPoint = new OpenCvSharp.Point(yVars.myROI_1.FirstPoint.X, yy); mm = yActions.DrawROIMat(mm, yVars.myROI_1); yVars.IsSelectROI_1_OK = true; } else if (yVars.IsSelectROI_2 == true) { yVars.myROI_2.FourthPoint = new OpenCvSharp.Point(xx, yy); yVars.myROI_2.SecondPoint = new OpenCvSharp.Point(xx, yVars.myROI_2.FirstPoint.Y); yVars.myROI_2.ThirdPoint = new OpenCvSharp.Point(yVars.myROI_2.FirstPoint.X, yy); mm = yActions.DrawROIMat(mm, yVars.myROI_2); yVars.IsSelectROI_2_OK = true; } yVars.IsMouseMove = true; } else // 释放鼠标时的点位不在picturebox中 将相关变量值清空 { if (yVars.IsSelectROI_1 == true) { yVars.myROI_1.Reset(); yVars.IsSelectROI_1_OK = false; } else if (yVars.IsSelectROI_2 == true) { yVars.myROI_2.Reset(); yVars.IsSelectROI_2_OK = false; } } pbxImgShow.Image = yImgConvert.MatToBitmap(mm); mm.Release(); }
在线程或者循环等过程中定义的 mat 要及时 Release 掉。
在 mouseup 事件中就绘制完成了 注意选择的第一点和第二点,分别是ROI的 FirstPoint 和 FourthPoint ,两点的相对位置要确定好,要保证 FirstPoint 为左上角的点 FourthPoint 为右下角的点,不是的话 就对 FirstPoint 和 FourthPoint 重新赋值, FirstPoint 为两点的 x , y 最小的点 ,FourthPoint 为两点的 x , y 最大的点。
绘制完ROI后可以对其位置和大小进行相应的调整。
public static Mat DrawROIMat(Mat src, ROI rOI, Scalar? scalar = null, int thickness = 1, LineTypes lineTypes = LineTypes.AntiAlias) { Scalar sc = scalar ?? Scalar.Red; Cv2.Line(src, rOI.FirstPoint, rOI.SecondPoint, sc, thickness, lineTypes); Cv2.Line(src, rOI.SecondPoint, rOI.FourthPoint, sc, thickness, lineTypes); Cv2.Line(src, rOI.FourthPoint, rOI.ThirdPoint, sc, thickness, lineTypes); Cv2.Line(src, rOI.ThirdPoint, rOI.FirstPoint, sc, thickness, lineTypes); return src; }
对位置进行调整: 主要思想就是对ROI的四个点的坐标相应方向进行加减即可,主要超限问题即可。
public static void ImgROIMove(Mat src, out Mat dstImg, ref ROI rOI, eDirections eDirections, double step, int gap = 3) { dstImg = new Mat(); switch (eDirections) { case eDirections.NULL: break; case eDirections.上: if (rOI.YTop - step <= gap) { rOI.ThirdPoint = new OpenCvSharp.Point(rOI.ThirdPoint.X, rOI.ThirdPoint.Y - rOI.YTop + gap); rOI.FourthPoint = new OpenCvSharp.Point(rOI.FourthPoint.X, rOI.FourthPoint.Y - rOI.YTop + gap); rOI.FirstPoint = new OpenCvSharp.Point(rOI.FirstPoint.X, gap); rOI.SecondPoint = new OpenCvSharp.Point(rOI.SecondPoint.X, gap); } else { rOI.FirstPoint = new OpenCvSharp.Point(rOI.FirstPoint.X, rOI.FirstPoint.Y - step); rOI.SecondPoint = new OpenCvSharp.Point(rOI.SecondPoint.X, rOI.SecondPoint.Y - step); rOI.ThirdPoint = new OpenCvSharp.Point(rOI.ThirdPoint.X, rOI.ThirdPoint.Y - step); rOI.FourthPoint = new OpenCvSharp.Point(rOI.FourthPoint.X, rOI.FourthPoint.Y - step); } break; case eDirections.下: if (rOI.YBottom + step >= src.Height - gap) { rOI.FirstPoint = new OpenCvSharp.Point(rOI.FirstPoint.X, rOI.FirstPoint.Y + src.Height - rOI.YBottom - gap); rOI.SecondPoint = new OpenCvSharp.Point(rOI.SecondPoint.X, rOI.SecondPoint.Y + src.Height - rOI.YBottom - gap); rOI.ThirdPoint = new OpenCvSharp.Point(rOI.ThirdPoint.X, src.Height - gap); rOI.FourthPoint = new OpenCvSharp.Point(rOI.FourthPoint.X, src.Height - gap); } else { rOI.FirstPoint = new OpenCvSharp.Point(rOI.FirstPoint.X, rOI.FirstPoint.Y + step); rOI.SecondPoint = new OpenCvSharp.Point(rOI.SecondPoint.X, rOI.SecondPoint.Y + step); rOI.ThirdPoint = new OpenCvSharp.Point(rOI.ThirdPoint.X, rOI.ThirdPoint.Y + step); rOI.FourthPoint = new OpenCvSharp.Point(rOI.FourthPoint.X, rOI.FourthPoint.Y + step); } break; case eDirections.左: if (rOI.XLeft - step <= gap) { rOI.SecondPoint = new OpenCvSharp.Point(rOI.SecondPoint.X - rOI.XLeft + gap, rOI.SecondPoint.Y); rOI.FourthPoint = new OpenCvSharp.Point(rOI.FourthPoint.X - rOI.XLeft + gap, rOI.FourthPoint.Y); rOI.ThirdPoint = new OpenCvSharp.Point(gap, rOI.ThirdPoint.Y); rOI.FirstPoint = new OpenCvSharp.Point(gap, rOI.FirstPoint.Y); } else { rOI.FirstPoint = new OpenCvSharp.Point(rOI.FirstPoint.X - step, rOI.FirstPoint.Y); rOI.SecondPoint = new OpenCvSharp.Point(rOI.SecondPoint.X - step, rOI.SecondPoint.Y); rOI.ThirdPoint = new OpenCvSharp.Point(rOI.ThirdPoint.X - step, rOI.ThirdPoint.Y); rOI.FourthPoint = new OpenCvSharp.Point(rOI.FourthPoint.X - step, rOI.FourthPoint.Y); } break; case eDirections.右: if (rOI.XRight + step >= src.Width - gap) { rOI.FirstPoint = new OpenCvSharp.Point(rOI.FirstPoint.X + src.Width - rOI.XRight - gap, rOI.FirstPoint.Y); rOI.ThirdPoint = new OpenCvSharp.Point(rOI.ThirdPoint.X + src.Width - rOI.XRight - gap, rOI.ThirdPoint.Y); rOI.FourthPoint = new OpenCvSharp.Point(src.Width - gap, rOI.FourthPoint.Y); rOI.SecondPoint = new OpenCvSharp.Point(src.Width - gap, rOI.SecondPoint.Y); } else { rOI.FirstPoint = new OpenCvSharp.Point(rOI.FirstPoint.X + step, rOI.FirstPoint.Y); rOI.SecondPoint = new OpenCvSharp.Point(rOI.SecondPoint.X + step, rOI.SecondPoint.Y); rOI.ThirdPoint = new OpenCvSharp.Point(rOI.ThirdPoint.X + step, rOI.ThirdPoint.Y); rOI.FourthPoint = new OpenCvSharp.Point(rOI.FourthPoint.X + step, rOI.FourthPoint.Y); } break; default: break; } dstImg = yActions.DrawROIMat(src, rOI); }
对大小进行调整: 主要思路是 ROI 大小调整前后,其中心点坐标不变,相应的长度和宽度变了。我们就可以采用 OpenCvSharp.RotatedRect 这个类,根据 中心点坐标,相应size,和倾斜角度(正矩形为0). 最后再把 RotatedRect 的四个顶点重新赋值给 ROI的四个顶点就好,注意一下点的相对位置关系。
public static void ImgROIResize(Mat src, out Mat dstImg, ref ROI rOI, bool IsAdd, double step, eResizeMode eResizeMode) { dstImg = new Mat(); double height = rOI.Height, width = rOI.Width; if (IsAdd == true) { switch (eResizeMode) { case eResizeMode.All: height = rOI.Height + step; width = rOI.Width + step; break; case eResizeMode.Width: width = rOI.Width + step; break; case eResizeMode.Height: height = rOI.Height + step; break; } } else { switch (eResizeMode) { case eResizeMode.All: height = rOI.Height - step; width = rOI.Width - step; break; case eResizeMode.Width: width = rOI.Width - step; break; case eResizeMode.Height: height = rOI.Height - step; break; } } OpenCvSharp.Size2f size = new Size2f(width, height); OpenCvSharp.RotatedRect rotateRect = new RotatedRect(rOI.Center, size, 0); Point2f[] points = rotateRect.Points();// 获得矩形四个顶点坐标 // 大小缩放后需要判断坐标是否超限 for (int i = 0; i < points.Length; i++) { if (points[i].X <= 0 || points[i].Y <= 0 || points[i].X >= src.Width || points[i].Y >= src.Height) { return; } } rOI.FirstPoint = new OpenCvSharp.Point(points[1].X, points[1].Y); rOI.SecondPoint = new OpenCvSharp.Point(points[2].X, points[2].Y); rOI.ThirdPoint = new OpenCvSharp.Point(points[0].X, points[0].Y); rOI.FourthPoint = new OpenCvSharp.Point(points[3].X, points[3].Y); dstImg = yActions.DrawROIMat(src, rOI); }
绘制并调整好ROI后,从原图上将对应的ROI图像扣下来,
public static Mat GetROIMat(Mat mm, ROI rOI) { Mat mask = Mat.Zeros(mm.Size(), MatType.CV_8UC1); List<List<OpenCvSharp.Point>> pp = new List<List<OpenCvSharp.Point>>() { rOI.GetCoutonrs().ToList() }; Cv2.FillPoly(mask, pp, new Scalar(255, 255, 255)); OpenCvSharp.Rect rect = Cv2.BoundingRect(rOI.GetCoutonrs2f()); if (rect.X <= 0) rect.X = 1; if (rect.Y <= 0) rect.Y = 0; if (rect.X + rect.Width > mm.Width) rect.Width = mm.Width - rect.X - 1; if (rect.Y + rect.Height > mm.Height) rect.Height = mm.Height - rect.Y - 1; Mat src = new Mat(mm, rect); Mat maskROI = new Mat(mask, rect); Mat dstImg = new Mat(); Cv2.BitwiseAnd(src, src, dstImg, maskROI); return dstImg; }
然后对每张扣下来的mat进行边缘检测 抓边拟合等操作
部分代码
coutonrs = yVars.myROI_1.GetCoutonrs2f(); srcROIImg = yActions.GetROIMat(src, yVars.myROI_1); Cv2.CvtColor(srcROIImg, grayImg, ColorConversionCodes.RGB2GRAY); Cv2.Blur(grayImg, grayImg, new OpenCvSharp.Size(3, 3)); Cv2.Canny(grayImg, cannyImg, param1, param2, param3, true); //获得轮廓 Cv2.FindContours(cannyImg, out contoursROI1, out hierarchly, RetrievalModes.Tree, ContourApproximationModes.ApproxSimple, new OpenCvSharp.Point(0, 0)); if (contoursROI1.Length == 0) { YXH._01.yMessagebox.ShowDialogCN("ROI_1未抓到边,请调整迟滞参数,或重新选择ROI区域"); return; } // 获取轮廓后需要将点的坐标转换到原图上 此时的坐标是相对于ROI区域的坐标 // 即每个坐标需要加上ROI区域的左上角坐标 再将转化后的坐标添加进拟合集合内 for (int i = 0; i < contoursROI1.Length; i++) { for (int j = 0; j < contoursROI1[i].Length; j++) { contoursROI1[i][j] += yVars.myROI_1.FirstPoint; ROI_1_Points.Add(contoursROI1[i][j]); AllPoints.Add(contoursROI1[i][j]); } }
操作完成后再根据想要在界面上显示的进行相应的绘制即可。
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