/// <summary>
        /// Creates pose data dictionary.
        /// </summary>
        /// <param name="markerCount">Marker count.</param>
        /// <param name="ids">ids.</param>
        /// <param name="rvecs">Rvecs.</param>
        /// <param name="tvecs">Tvecs.</param>
        /// <returns>PoseData dictionary.</returns>
        public static Dictionary <int, PoseData> CreatePoseDataDict(int markerCount, int[] ids, double[] rvecs, double[] tvecs)
        {
            Dictionary <int, PoseData> dict = new Dictionary <int, PoseData>();

            if (markerCount == 0)
            {
                return(dict);
            }

            Vector3 rvec = new Vector3();

            for (int i = 0; i < markerCount; i++)
            {
                PoseData data = new PoseData();
                data.pos.Set((float)tvecs[i * 3], (float)tvecs[i * 3 + 1], (float)tvecs[i * 3 + 2]);

                rvec.Set((float)rvecs[i * 3], (float)rvecs[i * 3 + 1], (float)rvecs[i * 3 + 2]);
                float theta = rvec.magnitude;
                rvec.Normalize();
                data.rot = Quaternion.AngleAxis(theta * Mathf.Rad2Deg, rvec);

                dict[ids[i]] = data;
            }
            return(dict);
        }
        /// <summary>
        /// Performs a lowpass check on the position and rotation of each marker in newDict, comparing them to those in oldDict.
        /// </summary>
        /// <param name="oldDict">Old dictionary.</param>
        /// <param name="newDict">New dictionary.</param>
        /// <param name="posThreshold">Positon threshold.</param>
        /// <param name="rotThreshold">Rotation threshold.</param>
        public static void LowpassPoseDataDict(Dictionary <int, PoseData> oldDict, Dictionary <int, PoseData> newDict, float posThreshold, float rotThreshold)
        {
            posThreshold *= posThreshold;

            List <int> keys = new List <int>(newDict.Keys);

            foreach (int key in keys)
            {
                if (!oldDict.ContainsKey(key))
                {
                    continue;
                }

                PoseData oldPose = oldDict[key];
                PoseData newPose = newDict[key];

                float posDiff = (newPose.pos - oldPose.pos).sqrMagnitude;
                float rotDiff = Quaternion.Angle(newPose.rot, oldPose.rot);

                if (posDiff < posThreshold)
                {
                    newPose.pos = oldPose.pos;
                }

                if (rotDiff < rotThreshold)
                {
                    newPose.rot = oldPose.rot;
                }

                newDict[key] = newPose;
            }
        }
        /// <summary>
        /// Convertes rvec and tvec value to PoseData.
        /// </summary>
        /// <param name="tvec">Rvec.</param>
        /// <param name="tvec">Tvec.</param>
        /// <returns>PoseData.</returns>
        public static PoseData ConvertRvecTvecToPoseData(double[] rvec, double[] tvec)
        {
            PoseData data = new PoseData();

            data.pos = ConvertTvecToPos(tvec);
            data.rot = ConvertRvecToRot(rvec);

            return(data);
        }
        /// <summary>
        /// Performs a lowpass check on the position and rotation in newPose, comparing them to oldPose.
        /// </summary>
        /// <param name="oldPose">Old PoseData.</param>
        /// <param name="newPose">New PoseData.</param>
        /// <param name="posThreshold">Positon threshold.</param>
        /// <param name="rotThreshold">Rotation threshold.</param>
        public static void LowpassPoseData(ref PoseData oldPose, ref PoseData newPose, float posThreshold, float rotThreshold)
        {
            posThreshold *= posThreshold;

            float posDiff = (newPose.pos - oldPose.pos).sqrMagnitude;
            float rotDiff = Quaternion.Angle(newPose.rot, oldPose.rot);

            if (posDiff < posThreshold)
            {
                newPose.pos = oldPose.pos;
            }

            if (rotDiff < rotThreshold)
            {
                newPose.rot = oldPose.rot;
            }
        }
        // Update is called once per frame
        void Update()
        {
            if (webCamTextureToMatHelper.IsPlaying() && webCamTextureToMatHelper.DidUpdateThisFrame())
            {
                Mat rgbaMat = webCamTextureToMatHelper.GetMat();

                // detect faces on the downscale image
                if (!enableSkipFrame || !imageOptimizationHelper.IsCurrentFrameSkipped())
                {
                    Mat   downScaleRgbaMat = null;
                    float DOWNSCALE_RATIO  = 1.0f;
                    if (enableDownScale)
                    {
                        downScaleRgbaMat = imageOptimizationHelper.GetDownScaleMat(rgbaMat);
                        DOWNSCALE_RATIO  = imageOptimizationHelper.downscaleRatio;
                    }
                    else
                    {
                        downScaleRgbaMat = rgbaMat;
                        DOWNSCALE_RATIO  = 1.0f;
                    }

                    // set the downscale mat
                    OpenCVForUnityUtils.SetImage(faceLandmarkDetector, downScaleRgbaMat);

                    //detect face rects
                    detectionResult = faceLandmarkDetector.Detect();

                    if (enableDownScale)
                    {
                        for (int i = 0; i < detectionResult.Count; ++i)
                        {
                            var rect = detectionResult[i];
                            detectionResult[i] = new UnityEngine.Rect(
                                rect.x * DOWNSCALE_RATIO,
                                rect.y * DOWNSCALE_RATIO,
                                rect.width * DOWNSCALE_RATIO,
                                rect.height * DOWNSCALE_RATIO);
                        }
                    }
                }

                List <Vector2> points = null;
                if (detectionResult != null && detectionResult.Count > 0)
                {
                    // set the original scale image
                    OpenCVForUnityUtils.SetImage(faceLandmarkDetector, rgbaMat);

                    //detect landmark points
                    points = faceLandmarkDetector.DetectLandmark(detectionResult[0]);
                }

                if (points != null)
                {
                    if (displayFacePoints)
                    {
                        OpenCVForUnityUtils.DrawFaceLandmark(rgbaMat, points, new Scalar(0, 255, 0, 255), 2);
                    }

                    MatOfPoint3f objectPoints   = null;
                    bool         isRightEyeOpen = false;
                    bool         isLeftEyeOpen  = false;
                    bool         isMouthOpen    = false;
                    if (points.Count == 68)
                    {
                        objectPoints = objectPoints68;

                        imagePoints.fromArray(
                            new Point((points[38].x + points[41].x) / 2, (points[38].y + points[41].y) / 2), //l eye (Interpupillary breadth)
                            new Point((points[43].x + points[46].x) / 2, (points[43].y + points[46].y) / 2), //r eye (Interpupillary breadth)
                            new Point(points[30].x, points[30].y),                                           //nose (Tip)
                            new Point(points[33].x, points[33].y),                                           //nose (Subnasale)
                            new Point(points[0].x, points[0].y),                                             //l ear (Bitragion breadth)
                            new Point(points[16].x, points[16].y)                                            //r ear (Bitragion breadth)
                            );

                        if (Mathf.Abs((float)(points[43].y - points[46].y)) > Mathf.Abs((float)(points[42].x - points[45].x)) / 5.0)
                        {
                            isRightEyeOpen = true;
                        }

                        if (Mathf.Abs((float)(points[38].y - points[41].y)) > Mathf.Abs((float)(points[39].x - points[36].x)) / 5.0)
                        {
                            isLeftEyeOpen = true;
                        }

                        float noseDistance  = Mathf.Abs((float)(points[27].y - points[33].y));
                        float mouseDistance = Mathf.Abs((float)(points[62].y - points[66].y));
                        if (mouseDistance > noseDistance / 5.0)
                        {
                            isMouthOpen = true;
                        }
                        else
                        {
                            isMouthOpen = false;
                        }
                    }
                    else if (points.Count == 17)
                    {
                        objectPoints = objectPoints17;

                        imagePoints.fromArray(
                            new Point((points[2].x + points[3].x) / 2, (points[2].y + points[3].y) / 2), //l eye (Interpupillary breadth)
                            new Point((points[4].x + points[5].x) / 2, (points[4].y + points[5].y) / 2), //r eye (Interpupillary breadth)
                            new Point(points[0].x, points[0].y),                                         //nose (Tip)
                            new Point(points[1].x, points[1].y),                                         //nose (Subnasale)
                            new Point(points[6].x, points[6].y),                                         //l ear (Bitragion breadth)
                            new Point(points[8].x, points[8].y)                                          //r ear (Bitragion breadth)
                            );

                        if (Mathf.Abs((float)(points[11].y - points[12].y)) > Mathf.Abs((float)(points[4].x - points[5].x)) / 5.0)
                        {
                            isRightEyeOpen = true;
                        }

                        if (Mathf.Abs((float)(points[9].y - points[10].y)) > Mathf.Abs((float)(points[2].x - points[3].x)) / 5.0)
                        {
                            isLeftEyeOpen = true;
                        }

                        float noseDistance  = Mathf.Abs((float)(points[3].y - points[1].y));
                        float mouseDistance = Mathf.Abs((float)(points[14].y - points[16].y));
                        if (mouseDistance > noseDistance / 2.0)
                        {
                            isMouthOpen = true;
                        }
                        else
                        {
                            isMouthOpen = false;
                        }
                    }
                    else if (points.Count == 6)
                    {
                        objectPoints = objectPoints6;

                        imagePoints.fromArray(
                            new Point((points[2].x + points[3].x) / 2, (points[2].y + points[3].y) / 2), //l eye (Interpupillary breadth)
                            new Point((points[4].x + points[5].x) / 2, (points[4].y + points[5].y) / 2), //r eye (Interpupillary breadth)
                            new Point(points[0].x, points[0].y),                                         //nose (Tip)
                            new Point(points[1].x, points[1].y)                                          //nose (Subnasale)
                            );
                    }
                    else if (points.Count == 5)
                    {
                        objectPoints = objectPoints5;

                        imagePoints.fromArray(
                            new Point(points[3].x, points[3].y), //l eye (Inner corner of the eye)
                            new Point(points[1].x, points[1].y), //r eye (Inner corner of the eye)
                            new Point(points[2].x, points[2].y), //l eye (Tail of the eye)
                            new Point(points[0].x, points[0].y), //r eye (Tail of the eye)
                            new Point(points[4].x, points[4].y)  //nose (Subnasale)
                            );

                        if (fpsMonitor != null)
                        {
                            fpsMonitor.consoleText = "This example supports mainly the face landmark points of 68/17/6 points.";
                        }
                    }

                    // estimate head pose
                    if (rvec == null || tvec == null)
                    {
                        rvec = new Mat(3, 1, CvType.CV_64FC1);
                        tvec = new Mat(3, 1, CvType.CV_64FC1);
                        Calib3d.solvePnP(objectPoints, imagePoints, camMatrix, distCoeffs, rvec, tvec);
                    }


                    double tvec_x = tvec.get(0, 0)[0], tvec_y = tvec.get(1, 0)[0], tvec_z = tvec.get(2, 0)[0];

                    bool    isNotInViewport = false;
                    Vector4 pos             = VP * new Vector4((float)tvec_x, (float)tvec_y, (float)tvec_z, 1.0f);
                    if (pos.w != 0)
                    {
                        float x = pos.x / pos.w, y = pos.y / pos.w, z = pos.z / pos.w;
                        if (x < -1.0f || x > 1.0f || y < -1.0f || y > 1.0f || z < -1.0f || z > 1.0f)
                        {
                            isNotInViewport = true;
                        }
                    }

                    if (double.IsNaN(tvec_z) || isNotInViewport)
                    { // if tvec is wrong data, do not use extrinsic guesses. (the estimated object is not in the camera field of view)
                        Calib3d.solvePnP(objectPoints, imagePoints, camMatrix, distCoeffs, rvec, tvec);
                    }
                    else
                    {
                        Calib3d.solvePnP(objectPoints, imagePoints, camMatrix, distCoeffs, rvec, tvec, true, Calib3d.SOLVEPNP_ITERATIVE);
                    }

                    //Debug.Log (tvec.dump());

                    if (!isNotInViewport)
                    {
                        if (displayHead)
                        {
                            head.SetActive(true);
                        }
                        if (displayAxes)
                        {
                            axes.SetActive(true);
                        }

                        if (displayEffects)
                        {
                            rightEye.SetActive(isRightEyeOpen);
                            leftEye.SetActive(isLeftEyeOpen);

                            if (isMouthOpen)
                            {
                                mouth.SetActive(true);
                                foreach (ParticleSystem ps in mouthParticleSystem)
                                {
                                    var em = ps.emission;
                                    em.enabled = true;
#if UNITY_5_5_OR_NEWER
                                    var main = ps.main;
                                    main.startSizeMultiplier = 20;
#else
                                    ps.startSize = 20;
#endif
                                }
                            }
                            else
                            {
                                foreach (ParticleSystem ps in mouthParticleSystem)
                                {
                                    var em = ps.emission;
                                    em.enabled = false;
                                }
                            }
                        }

                        // Convert to unity pose data.
                        double[] rvecArr = new double[3];
                        rvec.get(0, 0, rvecArr);
                        double[] tvecArr = new double[3];
                        tvec.get(0, 0, tvecArr);
                        PoseData poseData = ARUtils.ConvertRvecTvecToPoseData(rvecArr, tvecArr);

                        // Changes in pos/rot below these thresholds are ignored.
                        if (enableLowPassFilter)
                        {
                            ARUtils.LowpassPoseData(ref oldPoseData, ref poseData, positionLowPass, rotationLowPass);
                        }
                        oldPoseData = poseData;

                        // Create transform matrix.
                        transformationM = Matrix4x4.TRS(poseData.pos, poseData.rot, Vector3.one);
                    }


                    // right-handed coordinates system (OpenCV) to left-handed one (Unity)
                    // https://stackoverflow.com/questions/30234945/change-handedness-of-a-row-major-4x4-transformation-matrix
                    ARM = invertYM * transformationM * invertYM;

                    // Apply Y-axis and Z-axis refletion matrix. (Adjust the posture of the AR object)
                    ARM = ARM * invertYM * invertZM;

                    if (shouldMoveARCamera)
                    {
                        ARM = ARGameObject.transform.localToWorldMatrix * ARM.inverse;
                        ARUtils.SetTransformFromMatrix(ARCamera.transform, ref ARM);
                    }
                    else
                    {
                        ARM = ARCamera.transform.localToWorldMatrix * ARM;
                        ARUtils.SetTransformFromMatrix(ARGameObject.transform, ref ARM);
                    }
                }
                //Imgproc.putText (rgbaMat, "W:" + rgbaMat.width () + " H:" + rgbaMat.height () + " SO:" + Screen.orientation, new Point (5, rgbaMat.rows () - 10), Imgproc.FONT_HERSHEY_SIMPLEX, 0.5, new Scalar (255, 255, 255, 255), 1, Imgproc.LINE_AA, false);

                OpenCVForUnity.UnityUtils.Utils.fastMatToTexture2D(rgbaMat, texture);
            }
        }
Exemple #6
0
        // Update is called once per frame
        void Update()
        {
            if (capture == null)
            {
                return;
            }

            //Loop play
            if (capture.get(Videoio.CAP_PROP_POS_FRAMES) >= capture.get(Videoio.CAP_PROP_FRAME_COUNT))
            {
                capture.set(Videoio.CAP_PROP_POS_FRAMES, 0);
            }

            if (capture.grab())
            {
                capture.retrieve(rgbMat, 0);

                Imgproc.cvtColor(rgbMat, rgbMat, Imgproc.COLOR_BGR2RGB);
                //Debug.Log ("Mat toString " + rgbMat.ToString ());


                OpenCVForUnityUtils.SetImage(faceLandmarkDetector, rgbMat);

                //detect face rects
                List <UnityEngine.Rect> detectResult = faceLandmarkDetector.Detect();

                if (detectResult.Count > 0)
                {
                    //detect landmark points
                    List <Vector2> points = faceLandmarkDetector.DetectLandmark(detectResult [0]);

                    if (displayFacePoints)
                    {
                        OpenCVForUnityUtils.DrawFaceLandmark(rgbMat, points, new Scalar(0, 255, 0), 2);
                    }

                    MatOfPoint3f objectPoints   = null;
                    bool         isRightEyeOpen = false;
                    bool         isLeftEyeOpen  = false;
                    bool         isMouthOpen    = false;
                    if (points.Count == 68)
                    {
                        objectPoints = objectPoints68;

                        imagePoints.fromArray(
                            new Point((points [38].x + points [41].x) / 2, (points [38].y + points [41].y) / 2), //l eye (Interpupillary breadth)
                            new Point((points [43].x + points [46].x) / 2, (points [43].y + points [46].y) / 2), //r eye (Interpupillary breadth)
                            new Point(points [30].x, points [30].y),                                             //nose (Nose top)
                            new Point(points [48].x, points [48].y),                                             //l mouth (Mouth breadth)
                            new Point(points [54].x, points [54].y),                                             //r mouth (Mouth breadth)
                            new Point(points [0].x, points [0].y),                                               //l ear (Bitragion breadth)
                            new Point(points [16].x, points [16].y)                                              //r ear (Bitragion breadth)
                            );


                        if (Mathf.Abs((float)(points [43].y - points [46].y)) > Mathf.Abs((float)(points [42].x - points [45].x)) / 5.0)
                        {
                            isRightEyeOpen = true;
                        }

                        if (Mathf.Abs((float)(points [38].y - points [41].y)) > Mathf.Abs((float)(points [39].x - points [36].x)) / 5.0)
                        {
                            isLeftEyeOpen = true;
                        }

                        float noseDistance  = Mathf.Abs((float)(points [27].y - points [33].y));
                        float mouseDistance = Mathf.Abs((float)(points [62].y - points [66].y));
                        if (mouseDistance > noseDistance / 5.0)
                        {
                            isMouthOpen = true;
                        }
                        else
                        {
                            isMouthOpen = false;
                        }
                    }
                    else if (points.Count == 5)
                    {
                        objectPoints = objectPoints5;

                        imagePoints.fromArray(
                            new Point(points [3].x, points [3].y), //l eye (Inner corner of the eye)
                            new Point(points [1].x, points [1].y), //r eye (Inner corner of the eye)
                            new Point(points [2].x, points [2].y), //l eye (Tail of the eye)
                            new Point(points [0].x, points [0].y), //r eye (Tail of the eye)
                            new Point(points [4].x, points [4].y)  //nose (Nose top)
                            );

                        if (fpsMonitor != null)
                        {
                            fpsMonitor.consoleText = "This example supports mainly the face landmark points of 68 points.";
                        }
                    }

                    // Estimate head pose.
                    if (rvec == null || tvec == null)
                    {
                        rvec = new Mat(3, 1, CvType.CV_64FC1);
                        tvec = new Mat(3, 1, CvType.CV_64FC1);
                        Calib3d.solvePnP(objectPoints, imagePoints, camMatrix, distCoeffs, rvec, tvec);
                    }

                    double tvec_z = tvec.get(2, 0) [0];

                    if (double.IsNaN(tvec_z) || tvec_z < 0)    // if tvec is wrong data, do not use extrinsic guesses.
                    {
                        Calib3d.solvePnP(objectPoints, imagePoints, camMatrix, distCoeffs, rvec, tvec);
                    }
                    else
                    {
                        Calib3d.solvePnP(objectPoints, imagePoints, camMatrix, distCoeffs, rvec, tvec, true, Calib3d.SOLVEPNP_ITERATIVE);
                    }
                    //Debug.Log (tvec.dump());

                    if (!double.IsNaN(tvec_z))
                    {
                        // Display effects.
                        if (displayHead)
                        {
                            head.SetActive(true);
                        }
                        if (displayAxes)
                        {
                            axes.SetActive(true);
                        }

                        if (displayEffects)
                        {
                            rightEye.SetActive(isRightEyeOpen);
                            leftEye.SetActive(isLeftEyeOpen);

                            if (isMouthOpen)
                            {
                                mouth.SetActive(true);
                                foreach (ParticleSystem ps in mouthParticleSystem)
                                {
                                    var em = ps.emission;
                                    em.enabled = true;
                                    #if UNITY_5_5_OR_NEWER
                                    var main = ps.main;
                                    main.startSizeMultiplier = 20;
                                    #else
                                    ps.startSize = 20;
                                    #endif
                                }
                            }
                            else
                            {
                                foreach (ParticleSystem ps in mouthParticleSystem)
                                {
                                    var em = ps.emission;
                                    em.enabled = false;
                                }
                            }
                        }

                        // Convert to unity pose data.
                        double[] rvecArr = new double[3];
                        rvec.get(0, 0, rvecArr);
                        double[] tvecArr = new double[3];
                        tvec.get(0, 0, tvecArr);
                        PoseData poseData = ARUtils.ConvertRvecTvecToPoseData(rvecArr, tvecArr);

                        // Changes in pos/rot below these thresholds are ignored.
                        if (enableLowPassFilter)
                        {
                            ARUtils.LowpassPoseData(ref oldPoseData, ref poseData, positionLowPass, rotationLowPass);
                        }
                        oldPoseData = poseData;

                        // Create transform matrix.
                        transformationM = Matrix4x4.TRS(poseData.pos, poseData.rot, Vector3.one);
                    }


                    // right-handed coordinates system (OpenCV) to left-handed one (Unity)
                    ARM = invertYM * transformationM;

                    // Apply Z-axis inverted matrix.
                    ARM = ARM * invertZM;

                    if (shouldMoveARCamera)
                    {
                        ARM = ARGameObject.transform.localToWorldMatrix * ARM.inverse;
                        ARUtils.SetTransformFromMatrix(ARCamera.transform, ref ARM);
                    }
                    else
                    {
                        ARM = ARCamera.transform.localToWorldMatrix * ARM;
                        ARUtils.SetTransformFromMatrix(ARGameObject.transform, ref ARM);
                    }
                }
            }
            else
            {
                rightEye.SetActive(false);
                leftEye.SetActive(false);
                head.SetActive(false);
                mouth.SetActive(false);
                axes.SetActive(false);
            }

            //Imgproc.putText (rgbMat, "W:" + rgbMat.width () + " H:" + rgbMat.height () + " SO:" + Screen.orientation, new Point (5, rgbMat.rows () - 10), Core.FONT_HERSHEY_SIMPLEX, 0.5, new Scalar (255, 255, 255), 1, Imgproc.LINE_AA, false);

            OpenCVForUnity.Utils.fastMatToTexture2D(rgbMat, texture);
        }
Exemple #7
0
        // Update is called once per frame
        void Update()
        {
            if (webCamTextureToMatHelper.IsPlaying() && webCamTextureToMatHelper.DidUpdateThisFrame())
            {
                Mat rgbaMat = webCamTextureToMatHelper.GetMat();


                OpenCVForUnityUtils.SetImage(faceLandmarkDetector, rgbaMat);

                //detect face rects
                List <UnityEngine.Rect> detectResult = faceLandmarkDetector.Detect();

                if (detectResult.Count > 0)
                {
                    //detect landmark points
                    List <Vector2> points = faceLandmarkDetector.DetectLandmark(detectResult [0]);

                    if (displayFacePoints)
                    {
                        OpenCVForUnityUtils.DrawFaceLandmark(rgbaMat, points, new Scalar(0, 255, 0, 255), 2);
                    }

                    MatOfPoint3f objectPoints = null;
                    if (points.Count == 68)
                    {
                        objectPoints = objectPoints68;

                        imagePoints.fromArray(
                            new Point((points [38].x + points [41].x) / 2, (points [38].y + points [41].y) / 2), //l eye (Interpupillary breadth)
                            new Point((points [43].x + points [46].x) / 2, (points [43].y + points [46].y) / 2), //r eye (Interpupillary breadth)
                            new Point(points [30].x, points [30].y),                                             //nose (Tip)
                            new Point(points [33].x, points [33].y),                                             //nose (Subnasale)
                            new Point(points [0].x, points [0].y),                                               //l ear (Bitragion breadth)
                            new Point(points [16].x, points [16].y)                                              //r ear (Bitragion breadth)
                            );


                        float noseDistance  = Mathf.Abs((float)(points [27].y - points [33].y));
                        float mouseDistance = Mathf.Abs((float)(points [62].y - points [66].y));
                    }
                    else if (points.Count == 17)
                    {
                        objectPoints = objectPoints17;

                        imagePoints.fromArray(
                            new Point((points [2].x + points [3].x) / 2, (points [2].y + points [3].y) / 2), //l eye (Interpupillary breadth)
                            new Point((points [4].x + points [5].x) / 2, (points [4].y + points [5].y) / 2), //r eye (Interpupillary breadth)
                            new Point(points [0].x, points [0].y),                                           //nose (Tip)
                            new Point(points [1].x, points [1].y),                                           //nose (Subnasale)
                            new Point(points [6].x, points [6].y),                                           //l ear (Bitragion breadth)
                            new Point(points [8].x, points [8].y)                                            //r ear (Bitragion breadth)
                            );

                        float noseDistance  = Mathf.Abs((float)(points [3].y - points [1].y));
                        float mouseDistance = Mathf.Abs((float)(points [14].y - points [16].y));
                    }
                    else if (points.Count == 6)
                    {
                        objectPoints = objectPoints6;

                        imagePoints.fromArray(
                            new Point((points [2].x + points [3].x) / 2, (points [2].y + points [3].y) / 2), //l eye (Interpupillary breadth)
                            new Point((points [4].x + points [5].x) / 2, (points [4].y + points [5].y) / 2), //r eye (Interpupillary breadth)
                            new Point(points [0].x, points [0].y),                                           //nose (Tip)
                            new Point(points [1].x, points [1].y)                                            //nose (Subnasale)
                            );
                    }
                    else if (points.Count == 5)
                    {
                        objectPoints = objectPoints5;

                        imagePoints.fromArray(
                            new Point(points [3].x, points [3].y), //l eye (Inner corner of the eye)
                            new Point(points [1].x, points [1].y), //r eye (Inner corner of the eye)
                            new Point(points [2].x, points [2].y), //l eye (Tail of the eye)
                            new Point(points [0].x, points [0].y), //r eye (Tail of the eye)
                            new Point(points [4].x, points [4].y)  //nose (Subnasale)
                            );

                        if (fpsMonitor != null)
                        {
                            fpsMonitor.consoleText = "This example supports mainly the face landmark points of 68/17/6 points.";
                        }
                    }

                    // estimate head pose
                    if (rvec == null || tvec == null)
                    {
                        rvec = new Mat(3, 1, CvType.CV_64FC1);
                        tvec = new Mat(3, 1, CvType.CV_64FC1);
                        Calib3d.solvePnP(objectPoints, imagePoints, camMatrix, distCoeffs, rvec, tvec);
                    }


                    double tvec_x = tvec.get(0, 0) [0], tvec_y = tvec.get(1, 0) [0], tvec_z = tvec.get(2, 0) [0];

                    bool    isNotInViewport = false;
                    Vector4 pos             = VP * new Vector4((float)tvec_x, (float)tvec_y, (float)tvec_z, 1.0f);
                    if (pos.w != 0)
                    {
                        float x = pos.x / pos.w, y = pos.y / pos.w, z = pos.z / pos.w;
                        if (x < -1.0f || x > 1.0f || y < -1.0f || y > 1.0f || z < -1.0f || z > 1.0f)
                        {
                            isNotInViewport = true;
                        }
                    }

                    if (double.IsNaN(tvec_z) || isNotInViewport)    // if tvec is wrong data, do not use extrinsic guesses. (the estimated object is not in the camera field of view)
                    {
                        Calib3d.solvePnP(objectPoints, imagePoints, camMatrix, distCoeffs, rvec, tvec);
                    }
                    else
                    {
                        Calib3d.solvePnP(objectPoints, imagePoints, camMatrix, distCoeffs, rvec, tvec, true, Calib3d.SOLVEPNP_ITERATIVE);
                    }

                    if (!isNotInViewport)
                    {
                        if (displayHead)
                        {
                            head.SetActive(true);
                        }
                        if (displayAxes)
                        {
                            axes.SetActive(true);
                        }

                        // Convert to unity pose data.
                        double[] rvecArr = new double[3];
                        rvec.get(0, 0, rvecArr);
                        double[] tvecArr = new double[3];
                        tvec.get(0, 0, tvecArr);
                        PoseData poseData = ARUtils.ConvertRvecTvecToPoseData(rvecArr, tvecArr);

                        // Changes in pos/rot below these thresholds are ignored.
                        if (enableLowPassFilter)
                        {
                            ARUtils.LowpassPoseData(ref oldPoseData, ref poseData, positionLowPass, rotationLowPass);
                        }
                        oldPoseData = poseData;

                        // Create transform matrix.
                        transformationM = Matrix4x4.TRS(poseData.pos, poseData.rot, Vector3.one);

                        //move joystick
                        float t = 0.50f;
                        int   xpos;
                        if ((poseData.rot.eulerAngles.x - oldPoseData.rot.eulerAngles.x) < 10 && (poseData.rot.eulerAngles.x - oldPoseData.rot.eulerAngles.x) > 0)
                        {
                            xpos = Convert.ToInt16(Mathf.Lerp(poseData.rot.eulerAngles.x, oldPoseData.rot.eulerAngles.x, t));
                        }
                        else
                        {
                            xpos = Convert.ToInt16(Mathf.Lerp(poseData.rot.eulerAngles.x, oldPoseData.rot.eulerAngles.x, 1));
                        }


                        int ypos;
                        if ((poseData.rot.eulerAngles.y - oldPoseData.rot.eulerAngles.y) < 10 && (poseData.rot.eulerAngles.y - oldPoseData.rot.eulerAngles.y) > 0)
                        {
                            ypos = Convert.ToInt16(Mathf.Lerp(poseData.rot.eulerAngles.y, oldPoseData.rot.eulerAngles.y, t));
                        }
                        else
                        {
                            ypos = Convert.ToInt16(Mathf.Lerp(poseData.rot.eulerAngles.y, oldPoseData.rot.eulerAngles.y, 1));
                        }


                        int rpos;
                        if ((poseData.rot.eulerAngles.z - oldPoseData.rot.eulerAngles.z) < 10 && (poseData.rot.eulerAngles.z - oldPoseData.rot.eulerAngles.z) > 0)
                        {
                            rpos = Convert.ToInt16(Mathf.Lerp(poseData.rot.eulerAngles.z, oldPoseData.rot.eulerAngles.z, t));
                        }
                        else
                        {
                            rpos = Convert.ToInt16(Mathf.Lerp(poseData.rot.eulerAngles.z, oldPoseData.rot.eulerAngles.z, 1));
                        }


                        //int ypos = Convert.ToInt16(Mathf.Lerp(poseData.rot.eulerAngles.y, oldPoseData.rot.eulerAngles.y,t));
                        int zpos = Convert.ToInt16(poseData.pos.z);

                        //zoom
                        int scZ = Convert.ToInt32(Scale(zpos, 400, 800, 0, 32000));

                        //up down
                        int scX;
                        if (xpos >= 0 && xpos < 20)
                        {
                            scX = Convert.ToInt32(Scale(xpos, 0, 10, 29000, 32000));
                        }
                        else
                        {
                            scX = Convert.ToInt32(Scale(xpos, 340, 360, 0, 29000));
                        }

                        //left right
                        int scY = Convert.ToInt32(Scale(ypos, 160, 200, 0, 32000));

                        //roll
                        int scR = Convert.ToInt32(Scale(rpos, 160, 200, 0, 32000));


                        iReport.AxisX  = scX;
                        iReport.AxisY  = scY;
                        iReport.AxisZ  = scZ;
                        iReport.Slider = scR;
                        bool upd = joystick.UpdateVJD(id, ref iReport);

                        string message = "x:" + scX + " y:" + scY + " z:" + scZ + " r:" + scR;
                        Debug.Log(message);
                    }


                    // right-handed coordinates system (OpenCV) to left-handed one (Unity)
                    ARM = invertYM * transformationM;

                    // Apply Z-axis inverted matrix.
                    ARM = ARM * invertZM;

                    if (shouldMoveARCamera)
                    {
                        ARM = ARGameObject.transform.localToWorldMatrix * ARM.inverse;
                        ARUtils.SetTransformFromMatrix(ARCamera.transform, ref ARM);
                    }
                    else
                    {
                        ARM = ARCamera.transform.localToWorldMatrix * ARM;
                        ARUtils.SetTransformFromMatrix(ARGameObject.transform, ref ARM);
                    }
                }

                Imgproc.putText(rgbaMat, "W:" + rgbaMat.width() + " H:" + rgbaMat.height() + " SO:" + Screen.orientation, new Point(5, rgbaMat.rows() - 10), Imgproc.FONT_HERSHEY_SIMPLEX, 0.5, new Scalar(255, 255, 255, 255), 1, Imgproc.LINE_AA, false);



                OpenCVForUnity.UnityUtils.Utils.fastMatToTexture2D(rgbaMat, texture);
            }
        }