Update with starting server

VSSS.pro

@@ -5,7 +5,7 @@
 #-------------------------------------------------
 
 QT       += core gui
-
+QT       += network
 greaterThan(QT_MAJOR_VERSION, 4): QT += widgets
 
 TARGET = VSSS
@@ -29,14 +29,16 @@ SOURCES += \
         main.cpp \
         mainwindow.cpp \
     backend.cpp \
-    global.cpp
+    global.cpp \
+    localserver.cpp
 
 LIBS += -lstdc++fs
 
 HEADERS += \
         mainwindow.h \
     global.h \
-    backend.h
+    backend.h \
+    localserver.h
 
 FORMS += \
         mainwindow.ui

VSSS.pro.user

 <?xml version="1.0" encoding="UTF-8"?>
 <!DOCTYPE QtCreatorProject>
-<!-- Written by QtCreator 4.8.1, 2019-10-12T14:24:16. -->
+<!-- Written by QtCreator 4.8.1, 2019-10-27T01:09:54. -->
 <qtcreator>
  <data>
   <variable>EnvironmentId</variable>

backend.cpp

@@ -10,15 +10,60 @@
 #include "ui_mainwindow.h"
 #include <experimental/filesystem>
 #include <math.h>
+#include <QDebug>
+
 #define PI 3.14159265
 using namespace std;
 using namespace cv;
 using namespace Global;
+using namespace std::chrono;
 
 namespace fs = std::experimental::filesystem;
 std::chrono::high_resolution_clock::time_point lastFrame;
 QTimer timer;
 double counter = 0;
+
+Threader::Threader(){
+
+}
+
+void Threader::run(){
+    auto time = high_resolution_clock::now();
+    if(!capActive){
+        cap.release();
+        cap.~VideoCapture();
+        timer.stop();
+        counter = 0;
+        return;
+    }
+    if (fabs(counter) == fabs(cap.get(CAP_PROP_FRAME_COUNT)))
+    {
+        mtx.lock();
+        cap.set(CAP_PROP_POS_FRAMES, 0);
+        counter = 0;
+        mtx.unlock();
+    }
+    ThreadVariables var;
+    mtx.lock();
+    cap >> var.frame;
+    mtx.unlock();
+    qApp->processEvents();
+    if(!var.frame.empty())
+        frameMod(&var);
+    else{
+        mtx.lock();
+        cap = VideoCapture("/home/kramer/campo.mp4");
+        cap.set(CAP_PROP_POS_FRAMES, 0);
+        counter = 0;
+        mtx.unlock();
+    }
+    qDebug() <<  duration_cast<milliseconds>(high_resolution_clock::now() - time).count();
+    counter++;
+    frames++;
+}
+
+vector<Threader*> threads;
+
 void countFrames(){
     fps = frames;
     frames = 0;
@@ -39,54 +84,44 @@ double angleBetweenTwoPoints(Point2d p1, Point2d p2) {
     }
 }
 
+size_t actual = 0;
 
 void startCapture(){
     cap = VideoCapture("/home/kramer/campo.mp4");
     //cap.set(CAP_PROP_FRAME_WIDTH, 640);
     //cap.set(CAP_PROP_FRAME_HEIGHT, 480);
-    cap.set(CAP_PROP_FPS, 30);
+    //cap.set(CAP_PROP_FPS, 30);
     countFrames();
-    timer.setInterval(33);
+    threads.clear();
+    threads.emplace_back(new Threader());
+    threads.emplace_back(new Threader());
+    timer.setTimerType(Qt::PreciseTimer);
+    timer.setInterval(1000/10);
     timer.callOnTimeout(&getFrame);
     timer.start();
     qApp->processEvents();
 }
 
 void getFrame(){
-    if(!capActive){
-        cap.release();
-        cap.~VideoCapture();
-        timer.stop();
-        return;
-    }
-    if (fabs(counter) == fabs(cap.get(CAP_PROP_FRAME_COUNT)))
-    {
-        cap.set(CAP_PROP_POS_FRAMES, 0);
-        counter = 0;
-    }
-    lastFrame = std::chrono::high_resolution_clock::now();
-    cap >> frame;
-    counter++;
-    frames++;
+    threads[actual]->start();
     qApp->processEvents();
-    frameMod();
-
+    actual = (actual + 1)%2;
 }
 
-void frameMod(){
-    warpPerspective(frame, correctedFrame, Global::homography, correctedFrame.size());
-    cvtColor(correctedFrame, frameHSV, COLOR_BGR2HSV);
+void frameMod(ThreadVariables * var){
 
-    thread enemy(&findEnemies) ;
-    thread ball(&findBall);
-    thread ally(&detectAlly);
+    warpPerspective(var->frame, var->correctedFrame, Global::homography, var->correctedFrame.size());
+    cvtColor(var->correctedFrame, var->frameHSV, COLOR_BGR2HSV);
+
+    thread enemy(&findEnemies, var) ;
+    thread ball(&findBall, var);
+    thread ally(&detectAlly, var);
     enemy.join();
     ball.join();
     ally.join();
     qApp->processEvents();
     estrategia();
-    //cout << std::chrono::duration_cast<std::chrono::milliseconds>
-    //        (std::chrono::high_resolution_clock::now() - lastFrame).count() << endl;
+
 }
 
 void calibration() {
@@ -130,14 +165,14 @@ void calibration() {
     calibrateCamera(object_points, image_points, image.size(), intrinsic, distCoeffs, rvecs, tvecs);
 }
 
-void findBall() {
-    Mat frame_HSV = frameHSV;
+void findBall(Global::ThreadVariables* var) {
+    Mat frame_HSV = var->frameHSV;
     inRange(frame_HSV, Scalar(Global::ballLH, Global::ballLS, Global::ballLV),
-            Scalar(Global::ballUH, Global::ballUS, Global::ballUV), thresholdBall);
+            Scalar(Global::ballUH, Global::ballUS, Global::ballUV), var->thresholdBall);
     vector<vector<Point> > contours;
     vector<Vec4i> hierarchy;
 
-    findContours(thresholdBall, contours, hierarchy, RETR_TREE, CHAIN_APPROX_SIMPLE, Point(0, 0));
+    findContours(var->thresholdBall, contours, hierarchy, RETR_TREE, CHAIN_APPROX_SIMPLE, Point(0, 0));
     qApp->processEvents();
     std::sort(contours.begin(), contours.end(), []( std::vector<cv::Point> contour1, std::vector<cv::Point> contour2 ) {
         double i = fabs( contourArea(cv::Mat(contour1)) );
@@ -149,24 +184,24 @@ void findBall() {
         float radius;
         minEnclosingCircle(contours[0], center, radius);
         if(radius > 10){
-            ballPosition = center;
+            var->ballPosition = center;
             return;
         }
     }
-    ballPosition = Point2d(static_cast<double>(-NAN), static_cast<double>(-NAN));
+    var->ballPosition = Point2d(static_cast<double>(-NAN), static_cast<double>(-NAN));
 }
 
-void detectAlly() {
+void detectAlly(Global::ThreadVariables* var) {
 
     Mat kernel = getStructuringElement(MORPH_RECT, Size(3, 3));
-    Mat frame_HSV = frameHSV;
+    Mat frame_HSV = var->frameHSV;
     inRange(frame_HSV, Scalar(Global::allyLH, Global::allyLS, Global::allyLV),
-            Scalar(Global::allyUH, Global::allyUS, Global::allyUV), thresholdAllyC);
+            Scalar(Global::allyUH, Global::allyUS, Global::allyUV), var->thresholdAllyC);
 
     vector<vector<Point> > contours;
     vector<Vec4i> hierarchy;
 
-    findContours(thresholdAllyC, contours, hierarchy, RETR_TREE, CHAIN_APPROX_SIMPLE, Point(0, 0));
+    findContours(var->thresholdAllyC, contours, hierarchy, RETR_TREE, CHAIN_APPROX_SIMPLE, Point(0, 0));
 
     qApp->processEvents();
     lastAllyFormats.clear();
@@ -184,14 +219,14 @@ void detectAlly() {
             approxPolyDP(contour, points, 0.05 * arcLength(contour, true), true);
             if (points.size() == 3) {
                 if(!rob3Found){
-                    posRobots[0] = (points[0] + points[1] + points[2])/3;
+                    var->posRobots[0] = (points[0] + points[1] + points[2])/3;
                     lastAllyFormats.emplace_back(points);
                     rob3Found = true;
                 }
             }
             if (points.size() == 4) {
                 if(!rob4Found){
-                    posRobots[1] = (points[0] + points[1] + points[2] + points[3])/4;
+                    var->posRobots[1] = (points[0] + points[1] + points[2] + points[3])/4;
                     lastAllyFormats.emplace_back(points);
                     rob4Found = true;
                 }
@@ -199,7 +234,7 @@ void detectAlly() {
             }
             if (points.size() == 5) {
                 if(!rob5Found){
-                    posRobots[2] = (points[0] + points[1] + points[2] + points[3] + points[4])/5;
+                    var->posRobots[2] = (points[0] + points[1] + points[2] + points[3] + points[4])/5;
                     lastAllyFormats.emplace_back(points);
                 }
 
@@ -210,9 +245,9 @@ void detectAlly() {
     contours.clear();
     hierarchy.clear();
     inRange(frame_HSV, Scalar(Global::allyFLH, Global::allyFLS, Global::allyFLV),
-            Scalar(Global::allyFUH, Global::allyFUS, Global::allyFUV), thresholdAllyF);
+            Scalar(Global::allyFUH, Global::allyFUS, Global::allyFUV), var->thresholdAllyF);
 
-    findContours(thresholdAllyF, contours, hierarchy, RETR_TREE, CHAIN_APPROX_SIMPLE, Point(0, 0));
+    findContours(var->thresholdAllyF, contours, hierarchy, RETR_TREE, CHAIN_APPROX_SIMPLE, Point(0, 0));
     qApp->processEvents();
     vector<vector<Point2d>> triangles;
     lastTriangles.clear();
@@ -260,22 +295,22 @@ void detectAlly() {
                     Point2d media = (triangles[0][0] + triangles[0][1] + triangles[0][2]
                             + triangles[k][0] + triangles[k][1] + triangles[k][2]) / 6;
                     vector<tuple<double, size_t>> distRobots;
-                    distRobots.emplace_back(tuple(norm(posRobots[0] - media), 0));
-                    distRobots.emplace_back(tuple(norm(posRobots[1] - media), 1));
-                    distRobots.emplace_back(tuple(norm(posRobots[2] - media), 2));
+                    distRobots.emplace_back(tuple(norm(var->posRobots[0] - media), 0));
+                    distRobots.emplace_back(tuple(norm(var->posRobots[1] - media), 1));
+                    distRobots.emplace_back(tuple(norm(var->posRobots[2] - media), 2));
                     sort(distRobots.begin(), distRobots.end(), [=](tuple<double, int> a, tuple<double, int> b){
                         return get<double>(a) < get<double>(b);
                     });
                     size_t robotIndex = get<size_t>(distRobots[0]);
-                    frenteRobots[robotIndex] = (triangles[0][(x+2)%3] + triangles[k][(y+2)%3]) / 2;
+                    var->frenteRobots[robotIndex] = (triangles[0][(x+2)%3] + triangles[k][(y+2)%3]) / 2;
                     sort(triangles[0].begin(), triangles[0].end(), [=](Point2d a, Point2d b){
-                        return norm(posRobots[robotIndex] - a) > norm(posRobots[robotIndex] - b);
+                        return norm(var->posRobots[robotIndex] - a) > norm(var->posRobots[robotIndex] - b);
                     });
                     sort(triangles[k].begin(), triangles[k].end(), [=](Point2d a, Point2d b){
-                        return norm(posRobots[robotIndex] - a) > norm(posRobots[robotIndex] - b);
+                        return norm(var->posRobots[robotIndex] - a) > norm(var->posRobots[robotIndex] - b);
                     });
-                    contornosRobots[robotIndex].clear();
-                    Point2d aux = frenteRobots[robotIndex] - posRobots[robotIndex];
+                    var->contornosRobots[robotIndex].clear();
+                    Point2d aux = var->frenteRobots[robotIndex] - var->posRobots[robotIndex];
                     Point2d esq, dir;
                     double angulo = atan2(aux.y, aux.x) * 180 / PI;
                     if(angulo < -5 && angulo > -175 ){
@@ -320,11 +355,11 @@ void detectAlly() {
                     aux = dir - rb;
                     Point2d lb(aux.x*cos(-90*PI/180)-aux.y*sin(-90 * PI/180), aux.x*sin(-90 * PI/180)+aux.y*cos(-90 * PI/180));
                     lb+=rb;
-                    contornosRobots[robotIndex].emplace_back(esq);
-                    contornosRobots[robotIndex].emplace_back(dir);
-                    contornosRobots[robotIndex].emplace_back(rb);
-                    contornosRobots[robotIndex].emplace_back(lb);
-                    posRobots[robotIndex] = (esq + dir + rb + lb)/4;
+                    var->contornosRobots[robotIndex].emplace_back(esq);
+                    var->contornosRobots[robotIndex].emplace_back(dir);
+                    var->contornosRobots[robotIndex].emplace_back(rb);
+                    var->contornosRobots[robotIndex].emplace_back(lb);
+                    var->posRobots[robotIndex] = (esq + dir + rb + lb)/4;
                     triangles.erase(triangles.begin() + 0);
                     triangles.erase(triangles.begin() + static_cast<int>(k - 1));
                 }
@@ -332,15 +367,15 @@ void detectAlly() {
         }
 }
 
-void findEnemies() {
-    Mat frame_HSV = frameHSV;
+void findEnemies(Global::ThreadVariables* var) {
+    Mat frame_HSV = var->frameHSV;
     inRange(frame_HSV, Scalar(Global::enemyLH, Global::enemyLS, Global::enemyLV),
-            Scalar(Global::enemyUH, Global::enemyUS, Global::enemyUV), thresholdEnemy);
+            Scalar(Global::enemyUH, Global::enemyUS, Global::enemyUV), var->thresholdEnemy);
     vector<vector<Point> > contours;
     vector<Vec4i> hierarchy;
     Mat kernel = getStructuringElement(MORPH_ELLIPSE, Size(5, 5));
-    erode(thresholdBall, thresholdBall, kernel, Point(1, 1), 1);
-    findContours(thresholdEnemy, contours, hierarchy, RETR_TREE, CHAIN_APPROX_SIMPLE, Point(0, 0));
+    erode(var->thresholdEnemy, var->thresholdEnemy, kernel, Point(1, 1), 1);
+    findContours(var->thresholdEnemy, contours, hierarchy, RETR_TREE, CHAIN_APPROX_SIMPLE, Point(0, 0));
 
     vector<Moments> mu;
     for (size_t i = 0; i < contours.size(); i++) {
@@ -370,12 +405,12 @@ void findEnemies() {
                 mc.push_back(vectorBackup[k]);
             ret.push_back(ponto);
         }
-        enemies = ret;;
+        var->enemies = ret;;
     }else if (mc.size() > 0){
-        enemies = mc;
+        var->enemies = mc;
     }else{
         mc.push_back(Point2f(-NAN, -NAN));
-        enemies = mc;
+        var->enemies = mc;
     }
 }
 

backend.h

@@ -3,7 +3,8 @@
 #include <chrono>
 #include <opencv2/opencv.hpp>
 #include <QTimer>
-
+#include <QThread>
+#include "global.h"
 extern std::chrono::high_resolution_clock::time_point lastFrame;
 extern QTimer timer;
 extern double counter;
@@ -13,9 +14,19 @@ void startCapture();
 void calibration();
 void gerenciador();
 void getFrame();
-void frameMod();
-void findBall();
-void detectAlly();
-void findEnemies();
+void frameMod(Global::ThreadVariables* var);
+void findBall(Global::ThreadVariables* var);
+void detectAlly(Global::ThreadVariables* var);
+void findEnemies(Global::ThreadVariables* var);
 void estrategia();
+
+class Threader : public QThread{
+public:
+    Threader();
+    void run();
+};
+
+
+extern std::vector<Threader*> threads;
+
 #endif // BACKEND_HPP

global.cpp

 #include <opencv2/opencv.hpp>
 #include "global.h"
 #include <mutex>
+#include <QDebug>
 
 using namespace std;
 using namespace cv;
 
 
 namespace Global {
-    int defaultImageHeight;
-    vector<vector<Point2d>> lastTriangles;
-    vector<vector<Point2d>> lastAllyFormats;
-    bool showAllyThreshold = true;
-    bool showAllyFThreshold = true;
-    Mutex mtx;
-     int cameraStatus = 0;
-     VideoCapture cap;
-    bool capActive = false;
-    Mat frame;
-    Mat correctedFrame;
-     Mat frameHSV;
-     Mat thresholdAllyF;
-     Mat thresholdAllyC;
-     Mat thresholdBall;
-     Mat thresholdEnemy;
-    int frames = 0;
-    int fps = 0;
-    bool frameModReady = true;
-     bool enemyDetectionReady = true;
-     bool ballDetectionReady = true;
-     bool allyDetectionReady = true;
-     bool strategyCompilerReady = true;
+ThreadVariables::~ThreadVariables(){
+    Global::frame = frame;
+    Global::frameHSV = frameHSV;
+    Global::correctedFrame = correctedFrame;
+    Global::thresholdBall = thresholdBall;
+    Global::thresholdAllyF = thresholdAllyF;
+    Global::thresholdAllyC = thresholdAllyC;
+    Global::thresholdEnemy = thresholdEnemy;
+    Global::posRobots = posRobots;
+    Global::frenteRobots = frenteRobots;
+    Global::contornosRobots = contornosRobots;
+    Global::enemies = enemies;
+    Global::ballPosition = ballPosition;
+}
+
+ThreadVariables::ThreadVariables(){
+    posRobots = vector<Point2d>(3);
+    frenteRobots = vector<Point2d>(3);
+    contornosRobots = vector<vector<Point2d>>(3);
+};
+
+int defaultImageHeight;
+vector<vector<Point2d>> lastTriangles;
+vector<vector<Point2d>> lastAllyFormats;
+bool showAllyThreshold = true;
+bool showAllyFThreshold = true;
+Mutex mtx;
+int cameraStatus = 0;
+VideoCapture cap;
+bool capActive = false;
+Mat frame;
+Mat correctedFrame;
+Mat frameHSV;
+Mat thresholdAllyF;
+Mat thresholdAllyC;
+Mat thresholdBall;
+Mat thresholdEnemy;
+int frames = 0;
+int fps = 0;
+bool frameModReady = true;
+bool enemyDetectionReady = true;
+bool ballDetectionReady = true;
+bool allyDetectionReady = true;
+bool strategyCompilerReady = true;
+
+int actualTab;
+
+const double proporcao = 7.5;
+const int comprimento = 150;
+const int altura = 130;
+const cv::Point2d marcas[] = {
+    cv::Point2d(25, 37.5),
+    cv::Point2d(65, 37.5),
+    cv::Point2d(105, 37.5),
+    cv::Point2d(25, 112.5),
+    cv::Point2d(65, 112.5),
+    cv::Point2d(105, 112.5)
+};
+const int alturaGol = 40;
+const int alturaAG = 70;
+const int larguraAG = 15;
+
+int ballUH = 20;
+int ballLH = 9;
+int ballUS = 255;
+int ballLS = 120;
+int ballUV = 255;
+int ballLV = 120;
+cv::Point2d ballPosition(0, 0);
 
-     int actualTab; ///< Index atual do tab widget
-    /**
-        * @defgroup Global
-        * @brief Constantes e variáveis globais do software
-        * @addtogroup Global
-        * @{
-        * @defgroup Constantes
-        * @brief Constantes do software
-        * @addtogroup Constantes
-        * @{
-        */
-        const double proporcao = 7.5; ///< Proporção do tamanho do campo para píxels, equivale a 1 cm
-        const int comprimento = 150; ///< Largura do campo em cm
-        const int altura = 130; ///< Altura do campo em cm
-        const cv::Point2d marcas[] = {
-                cv::Point2d(25, 37.5),
-                cv::Point2d(65, 37.5),
-                cv::Point2d(105, 37.5),
-                cv::Point2d(25, 112.5),
-                cv::Point2d(65, 112.5),
-                cv::Point2d(105, 112.5)
-        }; ///< Posição das marcações do campo
-        const int alturaGol = 40; ///< Altura do gol
-        const int alturaAG = 70; ///< Altura da área do gol
-        const int larguraAG = 15; ///< Largura da área do gol
-        /**
-        *@}
-        * @defgroup Bola
-        * @brief Variáveis utilizadas no reconhecimento da bola
-        * @addtogroup Bola
-        * @{
-        */
-         int ballUH = 20; ///< Hue máximo
-         int ballLH = 9; ///< Hue mínimo
-         int ballUS = 255; ///< Saturation máximo
-         int ballLS = 120; ///< Saturation mínimo
-         int ballUV = 255; ///< Value máximo
-         int ballLV = 120; ///< Value mínimo
-         cv::Point2d ballPosition(0, 0);
-        ///@}
+int enemyUH = 60;
+int enemyLH = 25;
+int enemyUS = 255;
+int enemyLS = 120;
+int enemyUV = 255;
+int enemyLV = 120;
+double distanceTolerance = 15;
+vector<cv::Point2d> enemies;
 
-        /**
-        * @defgroup Oponentes
-        * @brief Variáveis usadas no reconhecimento dos oponentes
-        * @addtogroup Oponentes
-        * @{
-        */
-         int enemyUH = 60; ///< Hue máximo
-         int enemyLH = 25; ///< Hue mínimo
-         int enemyUS = 255; ///< Saturation máximo
-         int enemyLS = 120; ///< Saturation mínimo
-         int enemyUV = 255; ///< Value máximo
-         int enemyLV = 120; ///< Value mínimo
-         double distanceTolerance = 15; ///< Tolerância de distancia entre pontos para considerar como um robô
-         vector<cv::Point2d> enemies;
-        ///@}
+vector<Point2d> posRobots(3);
+vector<Point2d> frenteRobots(3);
+vector<vector<Point2d>> contornosRobots(3);
 
-        /**
-         * @defgroup Aliados
-         * @brief Vaiáveis de localização dos nossos robôs
-         * @addtogroup Aliados
-         * @{
-         */
-        vector<Point2d> posRobots(3);
-        vector<Point2d> frenteRobots(3);
-        vector<vector<Point2d>> contornosRobots(3);
+int allyUH = 150;
+int allyLH = 100;
+int allyUS = 255;
+int allyLS = 120;
+int allyUV = 255;
+int allyLV = 120;
 
-         int allyUH = 150; ///< Hue máximo
-         int allyLH = 100; ///< Hue mínimo
-         int allyUS = 255; ///< Saturation máximo
-         int allyLS = 120; ///< Saturation mínimo
-         int allyUV = 255; ///< Value máximo
-         int allyLV = 120; ///< Value mínimo
+int allyFUH = 180;
+int allyFLH = 146;
+int allyFUS = 255;
+int allyFLS = 120;
+int allyFUV = 255;
+int allyFLV = 120;
+int DISTANCE = 15;
 
-         int allyFUH = 180; ///< Hue máximo
-         int allyFLH = 146; ///< Hue mínimo
-         int allyFUS = 255; ///< Saturation máximo
-         int allyFLS = 120; ///< Saturation mínimo
-         int allyFUV = 255; ///< Value máximo
-         int allyFLV = 120; ///< Value mínimo
-         int DISTANCE = 15;
-        /**
-         * @}
-        * @defgroup Calibração
-        * @brief Variáveis usadas na calibração da câmera
-        * @addtogroup Calibração
-        * @{
-        */
-         std::vector<cv::Point2d> corners(4); ///< Cantos do campo
-         cv::Point2d midLeft; ///< Centro esquerdo do campo
-         cv::Point2d midRight; ///< Centro direito do campo
-         double rotation = 0; ///< Angulo de rotação do campo
-         int confStatus = 0; ///< Estado atual da configuração
-         bool confConcluded = false; ///< Diz se a configuração foi terminada ou não
-         cv::Mat homography; ///< Homografia para correção de perspectiva
-         std::string calibrationFramesPath = "/home/kramer/frames"; ///< Caminho para os frames de calibração
-         std::vector<std::vector<cv::Point3f>> object_points; ///<Variável utilizada pela função de calibração
-         std::vector<std::vector<cv::Point2f>> image_points; ///<Variável utilizada pela função de calibração
+std::vector<cv::Point2d> corners(4);
+cv::Point2d midLeft;
+cv::Point2d midRight;
+double rotation = 0;
+int confStatus = 0;
+bool confConcluded = false;
+cv::Mat homography;
+std::string calibrationFramesPath = "/home/kramer/frames";
+std::vector<std::vector<cv::Point3f>> object_points;
+std::vector<std::vector<cv::Point2f>> image_points;
 
-         cv:: Mat intrinsic = cv::Mat(3, 3, CV_32FC1); ///<Variável utilizada pela função de calibração
-         cv::Mat distCoeffs; ///<Variável utilizada pela função de calibração
-         std::vector<cv::Mat> rvecs; ///<Variável utilizada pela função de calibração
-         std::vector<cv::Mat> tvecs; ///<Variável utilizada pela função de calibração
-        ///@}
-        ///@}