yichael_smartbow/Assets/InfraredProject/WebCamera/Script/ZIM/InfraredLocate/ScreenIdentification.cs

#define ENABLE_LOG

using o0.Geometry2D.Float;
using System;
using System.Collections.Generic;
using System.IO;
using System.Threading.Tasks;
using UnityEngine;
using ZIM;
using ZIM.Unity;

namespace o0.Project
{
    public partial class ScreenIdentification
    {
        private const string TAG = "ScreenIdentification#";

        //static Rect[][] LocateAreaData = new Rect[][] {
        //     new Rect[] { new Rect(0f, 0f, 0.3f, 0.3f),     new Rect(0f, 0f, 0.4f, 0.4f),     new Rect(0f, 0f, 0.5f, 0.5f),     new Rect(0f, 0f, 0.6f, 0.6f) },
        //     new Rect[] { new Rect(0.7f, 0f, 0.3f, 0.3f),   new Rect(0.6f, 0f, 0.4f, 0.4f),   new Rect(0.5f, 0f, 0.5f, 0.5f),   new Rect(0.4f, 0f, 0.6f, 0.6f) },
        //     new Rect[] { new Rect(0f, 0.7f, 0.3f, 0.3f),   new Rect(0f, 0.6f, 0.4f, 0.4f),   new Rect(0f, 0.5f, 0.5f, 0.5f),   new Rect(0f, 0.4f, 0.6f, 0.6f) },
        //     new Rect[] { new Rect(0.7f, 0.7f, 0.3f, 0.3f), new Rect(0.6f, 0.6f, 0.4f, 0.4f), new Rect(0.5f, 0.5f, 0.5f, 0.5f), new Rect(0.4f, 0.4f, 0.6f, 0.6f) }
        //};
        static Rect[][] LocateAreaData = new Rect[][] {
             new Rect[] { new Rect(0f, 0f, 0.3f, 0.3f),     new Rect(0f, 0f, 0.4f, 0.4f),     new Rect(0f, 0f, 0.5f, 0.5f)     },
             new Rect[] { new Rect(0.7f, 0f, 0.3f, 0.3f),   new Rect(0.6f, 0f, 0.4f, 0.4f),   new Rect(0.5f, 0f, 0.5f, 0.5f)   },
             new Rect[] { new Rect(0f, 0.7f, 0.3f, 0.3f),   new Rect(0f, 0.6f, 0.4f, 0.4f),   new Rect(0f, 0.5f, 0.5f, 0.5f)   },
             new Rect[] { new Rect(0.7f, 0.7f, 0.3f, 0.3f), new Rect(0.6f, 0.6f, 0.4f, 0.4f), new Rect(0.5f, 0.5f, 0.5f, 0.5f) }
        };
        //static bool LocateDebug = false;
        static bool LocateDebug = true;

        public Geometry2D.Vector<int> Size => ScreenLocate.Main.CameraSize;

        public ScreenMap Screen;       // 识别到的屏幕，用于执行透视变换

        int capture = 0;
        int delay = 0;
        int maxCapture;
        int maxDelay;


        Geometry.Vector<float>[] ScreenBlackTexture;
        Geometry.Vector<float>[] ScreenWhiteTexture;
        int locateIndex = -1;
        List<Rect> locateArea = new List<Rect> {
            new Rect(0f, 0f, 0.5f, 0.5f), new Rect(0.5f, 0f, 0.5f, 0.5f), new Rect(0f, 0.5f, 0.5f, 0.5f), new Rect(0.5f, 0.5f, 0.5f, 0.5f)
        };      // 屏幕显示白色的区域大小

        float areaPercent => locateArea[locateIndex].size.x;         // 当前白色区域的占比
        int areaSelected = -1;                                       // 选择哪个区域，顺序与Quadrilateral对应
        List<float> sumTemp = new List<float>();
        List<OrdinalQuadrilateral> quadTemp = new List<OrdinalQuadrilateral>();

        //public ScreenIdentification(WebCamTexture texture)
        //{
        //    Size = new Geometry2D.Vector<int>(texture.width, texture.height);
        //    Screen = new ScreenMap();
        //}
        public ScreenIdentification()
        {
            Screen = new ScreenMap();
            //OnLocateScreenEnter += () => Debug.Log("OnLocateScreenEnter");
            //OnLocateScreenEnd += () => Debug.Log("OnLocateScreenEnd");
        }

        public void SetScreenQuad(QuadrilateralInCamera quad) => Screen.QuadInCamera = quad;

        public event Action OnLocateScreenEnter;
        public event Action OnLocateScreenEnd;
        public bool bStartLocateScreen { get; set; } = false;//是否进行捕获

        // 自动识别开始的入口
        public void LocateScreen(int Capture = 30, int Delay = 30)  //数值单位是frame
        {
            if (ScreenLocate.Main.DebugScreenImage != null && ScreenLocate.Main.DebugOnEditorWin)     // 这段仅用于测试图片
            {
                ScreenLocate.Main.CameraSize = new Geometry2D.Vector<int>(ScreenLocate.Main.DebugScreenImage.width, ScreenLocate.Main.DebugScreenImage.height);
                DebugImage(ScreenLocate.Main.DebugScreenImage);
                Screen.QuadInCamera = new QuadrilateralInCamera(quadTemp[0], new Vector(ScreenLocate.Main.DebugScreenImage.width, ScreenLocate.Main.DebugScreenImage.height));
                ScreenLocate.SetScreen(null);
                ScreenLocate.Main.ShowScreen(ScreenLocate.Main.ScreenQuad, Screen.QuadInCamera);
                delay = 0;
                capture = 0;
                ScreenWhiteTexture = null;
                ScreenBlackTexture = null;
                locateIndex = -1;
                areaSelected = -1;
                quadTemp.Clear();
                sumTemp.Clear();
                return;
            }

            delay = Math.Max(Delay, 5);
            capture = Math.Max(Capture, 5);
            maxDelay = Delay;
            maxCapture = Capture;

            ScreenLocate.SetScreen(new Rect(0f, 0f, 1f, 1f), UnityEngine.Color.black);
            //ScreenLocate.SetScreen(new Rect(0f, 0f, 0.6f, 0.6f), UnityEngine.Color.white);

            //bStartLocateScreen = false;

            OnLocateScreenEnter?.Invoke();
        }
        /// <summary>
        /// 开始进行捕获
        /// 初始化了两个数据 capture 和 delay
        /// </summary>
        /// <returns></returns>
        public bool isInitLocateScreen() {
            return capture != 0 && delay != 0;
        }

        void DebugImage(Texture2D image)
        {
            QuadrilateralFit(out Texture2D LocateTex, out Texture2D DrawLineTex, 5, image);
            ScreenLocate.DebugTexture(1, LocateTex);
            ScreenLocate.DebugTexture(2, DrawLineTex);

            // 融合线段和原图
            var pixel0 = image.GetPixels();
            var pixel1 = DrawLineTex.GetPixels();
            for (int i = 0; i < pixel0.Length; i++)
                pixel0[i] += pixel1[i];
            var texAdd = new Texture2D(image.width, image.height);
            texAdd.SetPixels(pixel0);
            texAdd.Apply();
            ScreenLocate.DebugTexture(3, texAdd);

            //var watch = new System.Diagnostics.Stopwatch();
            //watch.Start();
            //var times = new List<double>() { 0.0 };
#if (!NDEBUG && DEBUG && ENABLE_LOG)
            Console.WriteLine($"{TAG} quadTemp.Count:{quadTemp.Count}");
#endif
            if (quadTemp.Count > 0)
            {
                var quad = quadTemp[0];
                ScreenLocate.Main.ShowScreen(ScreenLocate.Main.outputRawImages[3].transform.GetChild(0) as RectTransform, 
                    new QuadrilateralInCamera(quad, image.Size().o0Vector()));

                // 透视变换
                var srcWidth = LocateTex.width;
                var transformWidth = (int)((quad.B.x - quad.A.x + quad.D.x - quad.C.x) / 2);
                var transformHeight = (int)((quad.C.y - quad.A.y + quad.D.y - quad.B.y) / 2);
                var transformTex = new Texture2D(transformWidth, transformHeight);
                var pt = new ZIMPerspectiveTransform(new OrdinalQuadrilateral(new Vector(0, 0), new Vector(transformWidth, 0), new Vector(0, transformHeight), new Vector(transformWidth, transformHeight)), quad);
                var dstPixel = new UnityEngine.Color[transformWidth * transformHeight];
                var srcPixel = LocateTex.GetPixels();
                Parallel.For(0, transformWidth, (x) =>
                {
                    for (int y = 0; y < transformHeight; y++)
                    {
                        var index = y * transformWidth + x;
                        var sampleCoord = pt.TransformRound(x, y);
                        dstPixel[index] = srcPixel[sampleCoord.y * srcWidth + sampleCoord.x];
                    }
                });
                transformTex.SetPixels(dstPixel);
                transformTex.Apply();
                //ScreenLocate.DebugTexture(1, transformTex);
#if (!NDEBUG && DEBUG && ENABLE_LOG)
                Console.WriteLine($"{TAG} ScreenLocate.DebugTexture 1:{transformTex.GetNativeTexturePtr()}");
#endif
            }

            //times.Add(watch.ElapsedMilliseconds);
            //UnityEngine.Debug.Log("time: " + (times[times.Count - 1] - times[times.Count - 2]));
        }

        public void NextScreen()
        {
            // 测试用
            if (LocateDebug && areaSelected == -1)
            {
                LocateAreaData = new Rect[][] { new Rect[] { new Rect(0, 0, 1f, 1f) } };
                locateIndex = 3;
                areaSelected = 0;
                locateArea.AddRange(LocateAreaData[0]);
            }

            // index从-1开始
            locateIndex++;
            if (locateIndex < locateArea.Count)     // 依次点亮屏幕区域
            {
                ScreenLocate.SetScreen(locateArea[locateIndex], UnityEngine.Color.white);
                delay = maxDelay;
                capture = maxCapture;
            }
            else                // 退出屏幕黑白控制
            {
                ScreenLocate.SetScreen(null);
                ScreenLocate.Main.ShowScreen(ScreenLocate.Main.ScreenQuad, Screen.QuadInCamera);
                Reset();
            }
        }

        void Reset()
        {
           // bStartLocateScreen = false;
            delay = 0;
            capture = 0;
            ScreenWhiteTexture = null;
            ScreenBlackTexture = null;
            locateIndex = -1;
            areaSelected = -1;
            locateArea.RemoveRange(4, LocateAreaData[0].Length);
            quadTemp.Clear();
            sumTemp.Clear();
        }

        public void CaptureBlack(Texture2D cam)
        {
            if (ScreenBlackTexture == null)
                ScreenBlackTexture = new Geometry.Vector<float>[Size.x * Size.y];
            var pixel = cam.GetPixels();
            Parallel.For(0, Size.x * Size.y, i =>
            {
                var ip = pixel[i];
                ScreenBlackTexture[i] += new Geometry.Vector<float>(ip.r / maxCapture, ip.g / maxCapture, ip.b / maxCapture);
            });
        }

        public void CaptureWhite(Texture2D cam)
        {
            if (ScreenWhiteTexture == null)
                ScreenWhiteTexture = new Geometry.Vector<float>[Size.x * Size.y];
            var pixel = cam.GetPixels();
            Parallel.For(0, Size.x * Size.y, i =>
            {
                var ip = pixel[i];
                ScreenWhiteTexture[i] += new Geometry.Vector<float>(ip.r / maxCapture, ip.g / maxCapture, ip.b / maxCapture);
            });
        }

        public void CaptureStay(Texture2D cam)
        {
            if (locateIndex == -1)                      // 屏幕黑色
            {
                CaptureBlack(cam);
            }
            else                                        // 屏幕部分为白色
            {
                CaptureWhite(cam);
            }
        }

        public void CaptureEnd()
        {
            //Debug.Log("locateIndex: " + locateIndex + ", quad: " + quadTemp.Count);
            if (locateIndex == -1)
                return;

            if (locateIndex < 4)
            {
                sumTemp.Add(GetBrightness());
                ScreenWhiteTexture = null;

                // 选择亮度差最大的区域
                if (locateIndex == 3)
                {
                    areaSelected = sumTemp.MaxIndex();
                    locateArea.AddRange(LocateAreaData[areaSelected]);
                }
            }
            else if (locateIndex >= 4 && locateIndex < locateArea.Count - 1)
            {
                QuadrilateralFit(out _, out _);
                ScreenWhiteTexture = null;
            }
            else
            {
                QuadrilateralFit(out Texture2D LocateTex, out Texture2D DrawLineTex);
                if (ScreenLocate.Main.DebugOnEditorWin)
                {
                    ScreenLocate.DebugTexture(1, LocateTex);
                    ScreenLocate.DebugTexture(2, DrawLineTex);
                }

                if (quadTemp.Count != LocateAreaData[0].Length)
                {
                    Debug.Log($"拟合四边形失败, quadTemp.Count: {quadTemp.Count}");
                }
                else if (quadTemp.Count == 1)
                {
                    Screen.QuadInCamera = new QuadrilateralInCamera(quadTemp[0], new Vector(Size.x, Size.y));
                    //Debug.Log($"拟合四边形成功, quadTemp.Count: {quadTemp.Count}");
                }
                else
                {
                    // Debug.Log($"拟合四边形 2 , quadTemp.Count: {quadTemp.Count}");
                    // 线性拟合
                    var xValue = new List<float>() { 0 };
                    var predicts = new List<Vector>();
                    foreach (var i in LocateAreaData[0])
                        xValue.Add(i.size.x);

                    Vector baseVertex = Vector.Zero;            // x==0 时的点
                    {
                        foreach (var q in quadTemp)
                        {
                            baseVertex += q[areaSelected];
                        }
                        baseVertex /= quadTemp.Count;
                    }
                    double rs = 0.0;
                    for (int i = 0; i < 4; i++)
                    {
                        if (i == areaSelected)
                        {
                            predicts.Add(baseVertex);
                        }
                        else
                        {
                            var yValue = new List<Vector>() { baseVertex };
                            foreach (var q in quadTemp)
                            {
                                yValue.Add(q[i]);
                            }
                            var lr = LinerRegression1D.Fit(2, xValue.ToArray(), yValue.ToArray());
                            rs += lr.RSquared / 3;
                            predicts.Add(lr.Predict<Vector>(1));
                        }
                    }
                    Screen.QuadInCamera = new QuadrilateralInCamera(predicts, new Vector(Size.x, Size.y));
                    Debug.Log($"[ScreenIdentification拟合结果] RSquared: {rs}, Quad: {Screen.QuadInCamera.QuadString}");
                    //if (rs < 0.8) Screen.Quad = null;
                }

                OnLocateScreenEnd?.Invoke();
            }

        }

        public bool Update(Texture2D cam)
        {
            //if (!bStartLocateScreen) return false;

            if (delay != 0)
            {
                //ScreenLocate.Main.CreateUVCTexture2DFocusSizeIfNeeded(1280, 720);
                delay--;
                if (delay == 0)
                {
                    ScreenLocate.Main.CameraSize = new Geometry2D.Vector<int>(cam.width, cam.height);          // 记录当前的分辨率
                    Debug.Log("[ScreenIdentification] 采样纹理，分辨率: [" + Size.x + ", " + Size.y + "]");
                }
                return true;
            }
            if (capture != 0)
            {
                //ScreenLocate.Main.CreateUVCTexture2DFocusSizeIfNeeded(1280, 720);
                CaptureStay(cam);

                capture--;
                if (capture == 0)
                {
                    CaptureEnd();
                    NextScreen();
                }
                return true;
            }

            return false;

            #region Old
            /*


    if (delay != 0)
    {
        delay--;
        return true;
    }
    if (capture != 0)
    {
        capture--;
        if (ScreenBlackTexture == null)
            ScreenBlackTexture = new Geometry.Vector<float>[Size.x * Size.y];
        var pixel = cam.GetPixels();
        Parallel.For(0, Size.x * Size.y, i =>
        {
            var ip = pixel[i];
            ScreenBlackTexture[i] += new Geometry.Vector<float>(ip.r, ip.g, ip.b);
        });
        if (capture == 0)
            ScreenLocate.SetScreen(UnityEngine.Color.black);
        return true;
    }

    if (delay != 0)
    {
        delay--;
        return true;
    }
    if (capture != 0)
    {
        capture--;
        if (ScreenWhiteTexture == null)
            ScreenWhiteTexture = new Geometry.Vector<float>[Size.x * Size.y];
        var pixel = cam.GetPixels();
        Parallel.For(0, Size.x * Size.y, i =>
        {
            var ip = pixel[i];
            ScreenWhiteTexture[i] += new Geometry.Vector<float>(ip.r, ip.g, ip.b);
        });
        if (capture == 0)
            ScreenLocate.SetScreen(UnityEngine.Color.black);
        return true;
    }
    if (delay != 0)
    {
        delay--;
        return true;
    }
    if (capture != 0)
    {
        capture--;
        var pixel = cam.GetPixels();
        Parallel.For(0, Size.x * Size.y, i =>
        {
            var ip = pixel[i];
            ScreenWhiteTexture[i] -= new Geometry.Vector<float>(ip.r, ip.g, ip.b);
        });
        if (capture == 0)
        {
            ScreenLocate.SetScreen(null);
            UnityEngine.Color[] newPixel = new UnityEngine.Color[Size.x * Size.y];

            Parallel.For(0, Size.x * Size.y, i => {
                var pi = ScreenWhiteTexture[i] /= capture;
                newPixel[i] = new UnityEngine.Color(pi.x, pi.y, pi.z);
            });

            //读取数据
            //{
            //    var fileName = "3.bin";
            //    ScreenLocateTexture = $"2023 04 16 厦门测试数据/{fileName}".FileReadByte<Vector<float>[]>();
            //    Debug.Log($"Read {fileName}");
            //    Parallel.For(0, Size.x * Size.y, i =>
            //    {
            //        var pi = ScreenLocateTexture[i];
            //        newPixel[i] = new UnityEngine.Color(pi.x, pi.y, pi.z);
            //    });
            //}

            var ScreenLocateTex = new Texture2D(Size.x, Size.y);
            ScreenLocateTex.SetPixels(newPixel);
            ScreenLocateTex.Apply();
            //ScreenLocate.DebugTexture(2, ScreenLocateTex);
            var ScreenLocateTexLighted = ScreenLocateTex.AutoLight(10);

            //ScreenLocate.DebugTexture(2, ScreenLocateTexLighted);
            //var FileSavePath = Application.persistentDataPath + "/ScreenLocateTexture.bin";
            bool Save = ScreenLocate.Main.SaveToggle.isOn;
            string time;
            if (Save)
            {
                time = DateTime.Now.ToString("yyyyMMdd_HHmmss");
                var FileSavePath = $"屏幕定位数据{time}.bin";
                FileSavePath.FileWriteByte(ScreenWhiteTexture);

                var bytes = ScreenLocateTexLighted.EncodeToPNG();
                File.WriteAllBytes($"屏幕定位数据{time}.png", bytes);

                Debug.Log("ScreenLocateTexture Saved To: " + FileSavePath);
            }

            var ScreenLocateTexR = ScreenLocateTexLighted.ToRGB(ColorChannel.Red);
            var ScreenLocateTexG = ScreenLocateTexLighted.ToRGB(ColorChannel.Green);
            var ScreenLocateTexB = ScreenLocateTexLighted.ToRGB(ColorChannel.Blue);
            ScreenLocate.DebugTexture(2, ScreenLocateTexR);
            //ScreenLocate.DebugTexture(4, ScreenLocateTexG);
            //ScreenLocate.DebugTexture(5, ScreenLocateTexB);


            var watch = new System.Diagnostics.Stopwatch();
            watch.Start();
            var times = new List<double>() { 0.0 };



            var ScreenLocateTexLightedMat = ScreenLocateTexLighted.Too0Mat();
            //var ScreenLocateTexLightedMat = texture.Too0Mat();

            //var (edge, edgeDir) = ScreenLocateTexLightedMat.IdentifyEdge();
            var (edge, edgeDir) = ScreenLocateTexLightedMat.zimIdentifyEdgeGradientAny(15);
            //ScreenLocate.DebugTexture(4, ScreenLocateTexLighted.Too0Mat().IdentifyEdgeGradient().ToTex());
            //ScreenLocate.DebugTexture(4, edge.ToTex());

            var quadLines = ScreenLocateTexLightedMat.IdentifyQuadLSD(edge, edgeDir, out List<Line> lightLines, 30);
            var drawLineMap = new MatrixF2D(edge..Size.x, edge.Size.y);
            int lineCount = 0;
            foreach (var l in quadLines)
            {
                if (l != null)
                {
                    drawLineMap.DrawLine(l, (x, y) => 1, new Geometry2D.Float.Vector(0, 10));
                    lineCount++;
                }
            }
            if (lineCount == 4)
            {
                var a = quadLines[0].Intersect(quadLines[3], false).Value;
                var b = quadLines[0].Intersect(quadLines[1], false).Value;
                var c = quadLines[2].Intersect(quadLines[3], false).Value;
                var d = quadLines[1].Intersect(quadLines[2], false).Value;
                Quad = new Quadrilateral(a, b, c, d);
                if (!Quad.IsInScreen(ScreenLocate.Main.WebCamera.Size))
                    Quad = null;
            }
            ScreenLocate.Main.ShowScreen(Quad);

            //var lines = edge.IdentifyLineLSD(edgeDir, 100);
            ////var lines = ScreenLocateTexLightedMat.IdentifyLineLSD();

            //var drawLineMap = new MatrixF2D(edge..Size.x, edge.Size.y);
            //var returnMaxLines = lines.Sub(0, 10);
            //foreach (var (line, sum, gradient) in returnMaxLines)
            //    drawLineMap.DrawLine(line, (x, y) => 1, new Geometry2D.Float.Vector(0, 10));


            ScreenLocate.DebugTexture(3, drawLineMap.ToTex());
            //{
            //    var bytes = drawLineMap.ToTex().EncodeToPNG();
            //    File.WriteAllBytes($"屏幕定位数据DrawLineMap.png", bytes);
            //}


            times.Add(watch.ElapsedMilliseconds);
            UnityEngine.Debug.Log("time: " + (times[times.Count - 1] - times[times.Count - 2]));

            //ScreenLocate.DebugTexture(5, edge.IdentifyLine(edgeDir).ToTex());
            //ScreenLocate.DebugTexture(4, ScreenLocateTexLighted.Too0Mat().IdentifyEdgeGradientX().ToTex());
            //ScreenLocate.DebugTexture(5, ScreenLocateTexLighted.Too0Mat().IdentifyEdgeGradientY().ToTex());

            //var convolutionLighted2 = ScreenLocateTexLighted.Too0Mat().IdentifyEdgeVariance().ToTex();

            // opecncv处理
            // zim
            {
                //var cvLines = edge.cvHoughLinesP();
                //ScreenLocate.DebugTexture(5, cvLines);

                //var myLines = Hough.Transform(edgeMat);
                //var cvLines = edge.cvLine(myLines);
                //ScreenLocate.DebugTexture(5, cvLines);
            }

            UnityEngine.Object.Destroy(ScreenLocateTex);


            //ScreenLocate.DebugTexture(4, convolutionLighted2);
        }

        return true;
    }

    /*
    var avg = new Geometry4D.Vector<float>();
    var pixel = texture.GetPixels();
    foreach(var i in pixel.Index())
    {
        var iP = pixel[i];
        avg += new Geometry4D.Vector<float>(iP.r, iP.g, iP.b, iP.a);
    }
    avg /= pixel.Count();

    /*
    var (texLightedR, texLightedG, texLightedB) = ToRGB(newTex);
    ScreenLocate.DebugTexture(3, texLightedR);
    ScreenLocate.DebugTexture(4, texLightedG);
    ScreenLocate.DebugTexture(5, texLightedB);
    //Debug.Log(avg);

    return false;

/**/
            #endregion


        }

        float GetBrightness()
        {
            UnityEngine.Color[] differPixel = new UnityEngine.Color[Size.x * Size.y];

            Parallel.For(0, Size.x * Size.y, i =>
            {
                var pi = ScreenWhiteTexture[i] - ScreenBlackTexture[i];
                differPixel[i] = new UnityEngine.Color(pi.x, pi.y, pi.z);
            });

            var sum = 0f;
            foreach (var i in differPixel)
            {
                sum += i.Brightness();
            }
            sum /= differPixel.Length;
            //Debug.Log(sum);
            return sum;
        }

        void QuadrilateralFit(out Texture2D LocateTex, out Texture2D DrawLineTex, float lineWidth = 10, Texture2D debugImage = null)
        {
            QuadrilateralInCamera screen = null;
            UnityEngine.Color[] differPixel = new UnityEngine.Color[Size.x * Size.y];

            //读取数据
            if (debugImage != null)
            {
                Debug.Log($"Debug {debugImage.name}");
                differPixel = debugImage.GetPixels();
            }
            else    // 获得屏幕差值
            {
                Parallel.For(0, Size.x * Size.y, i =>
                {
                    var pi = ScreenWhiteTexture[i] - ScreenBlackTexture[i];
                    differPixel[i] = new UnityEngine.Color(pi.x, pi.y, pi.z);
                });
            }

            var ScreenLocateTex = new Texture2D(Size.x, Size.y);
            ScreenLocateTex.SetPixels(differPixel);
            ScreenLocateTex.Apply();
            //ScreenLocate.DebugTexture(2, ScreenLocateTex);
            var ScreenLocateTexLighted = ScreenLocateTex.AutoLight(10);

            //ScreenLocate.DebugTexture(2, ScreenLocateTexLighted);

            var ScreenLocateTexR = ScreenLocateTexLighted.ToRGB(ColorChannel.Red);
            var ScreenLocateTexG = ScreenLocateTexLighted.ToRGB(ColorChannel.Green);
            var ScreenLocateTexB = ScreenLocateTexLighted.ToRGB(ColorChannel.Blue);

            LocateTex = ScreenLocateTexR;
            //ScreenLocate.DebugTexture(2, ScreenLocateTexR);
            //ScreenLocate.DebugTexture(4, ScreenLocateTexG);
            //ScreenLocate.DebugTexture(5, ScreenLocateTexB);


            //var watch = new System.Diagnostics.Stopwatch();
            //watch.Start();
            //var times = new List<double>() { 0.0 };



            var ScreenLocateTexLightedMat = ScreenLocateTexLighted.Too0Mat();
            //var ScreenLocateTexLightedMat = texture.Too0Mat();

            //var (edge, edgeDir) = ScreenLocateTexLightedMat.IdentifyEdge();
            int conSize = 15;
            var (edge, edgeDir) = ScreenLocateTexLightedMat.zimIdentifyEdgeGradientAny(conSize);
            ScreenLocate.DebugTexture(5, edgeDir.ToTex());
            ScreenLocate.DebugTexture(4, edge.ToTex());

            var drawLineMap = new Matrix(ScreenLocateTexLightedMat.Size, Tiling: true);
            var minLength = locateIndex == -1 ? 50 : 50 * areaPercent;
            var quadLines = ScreenLocateTexLightedMat.ZIMIdentifyQuadLSD(edge, edgeDir, out List<Line> lightLines, conSize, minLength);

            int lineCount = 0;
            // LSD计算得到的矩阵尺寸较小（因为卷积），这里必须进行位移
            var offset = new Vector((conSize - 1) / 2, (conSize - 1) / 2);
            for (int i = 0; i < quadLines.Count; i++)
            {
                if (quadLines[i] != null)
                {
                    quadLines[i] += offset;
                    drawLineMap.DrawLine(quadLines[i], (x, y) => 1, new Geometry2D.Float.Vector(0, lineWidth));
                    lineCount++;
                }
            }
            //foreach (var l in lightLines)
            //{
            //    if (l != null)
            //    {
            //        if (quadLines.Contains(l))
            //        {
            //            drawLineMap.DrawLine(l, (x, y) => 1, new Geometry2D.Float.Vector(0, 10));
            //            lineCount++;
            //        }
            //        else
            //        {
            //            drawLineMap.DrawLine(l, (x, y) => 1, new Geometry2D.Float.Vector(0, 2));
            //        }
            //    }
            //}
            if (lineCount == 4)
            {
                var a = quadLines[0].Intersect(quadLines[3], false).Value;
                var b = quadLines[0].Intersect(quadLines[1], false).Value;
                var c = quadLines[2].Intersect(quadLines[3], false).Value;
                var d = quadLines[1].Intersect(quadLines[2], false).Value;
                screen = new QuadrilateralInCamera(a, b, c, d, new Vector(Size.x, Size.y));
                if (!screen.IsQuadComplete())
                    screen = null;
            }
            if (screen != null)
                quadTemp.Add(screen.Quad);

            //var lines = edge.IdentifyLineLSD(edgeDir, 100);
            ////var lines = ScreenLocateTexLightedMat.IdentifyLineLSD();

            //var drawLineMap = new MatrixF2D(edge..Size.x, edge.Size.y);
            //var returnMaxLines = lines.Sub(0, 10);
            //foreach (var (line, sum, gradient) in returnMaxLines)
            //    drawLineMap.DrawLine(line, (x, y) => 1, new Geometry2D.Float.Vector(0, 10));

            DrawLineTex = drawLineMap.ToTex();
            //ScreenLocate.DebugTexture(3, drawLineMap.ToTex());
            //var FileSavePath = Application.persistentDataPath + "/ScreenLocateTexture.bin";
            bool Save = ScreenLocate.Main.SaveToggle.isOn;
            string time;
            if (Save)
            {
                time = DateTime.Now.ToString("yyyyMMdd_HHmmss");
                var FileSavePath = $"{time}屏幕定位数据.bin";
                FileSavePath.FileWriteByte(ScreenWhiteTexture);

                var bytes = ScreenLocateTexLighted.EncodeToPNG();
                File.WriteAllBytes($"{time}屏幕.png", bytes);
                bytes = DrawLineTex.EncodeToPNG();
                File.WriteAllBytes($"{time}屏幕边框识别.png", bytes);
                Debug.Log("ScreenLocateTexture Saved To: " + FileSavePath);
            }

            //times.Add(watch.ElapsedMilliseconds);
            //UnityEngine.Debug.Log("time: " + (times[times.Count - 1] - times[times.Count - 2]));

            //ScreenLocate.DebugTexture(5, edge.IdentifyLine(edgeDir).ToTex());
            //ScreenLocate.DebugTexture(4, ScreenLocateTexLighted.Too0Mat().IdentifyEdgeGradientX().ToTex());
            //ScreenLocate.DebugTexture(5, ScreenLocateTexLighted.Too0Mat().IdentifyEdgeGradientY().ToTex());

            //var convolutionLighted2 = ScreenLocateTexLighted.Too0Mat().IdentifyEdgeVariance().ToTex();

            // opecncv处理
            // zim
            {
                //var cvLines = edge.cvHoughLinesP();
                //ScreenLocate.DebugTexture(5, cvLines);

                //var myLines = Hough.Transform(edgeMat);
                //var cvLines = edge.cvLine(myLines);
                //ScreenLocate.DebugTexture(5, cvLines);
            }

            UnityEngine.Object.Destroy(ScreenLocateTex);
        }
    }
}