Big update - GUI

VSSS.pro

+#-------------------------------------------------
+#
+# Project created by QtCreator 2019-10-10T21:51:08
+#
+#-------------------------------------------------
+
+QT       += core gui
+
+greaterThan(QT_MAJOR_VERSION, 4): QT += widgets
+
+TARGET = VSSS
+TEMPLATE = app
+
+# The following define makes your compiler emit warnings if you use
+# any feature of Qt which has been marked as deprecated (the exact warnings
+# depend on your compiler). Please consult the documentation of the
+# deprecated API in order to know how to port your code away from it.
+DEFINES += QT_DEPRECATED_WARNINGS
+
+# You can also make your code fail to compile if you use deprecated APIs.
+# In order to do so, uncomment the following line.
+# You can also select to disable deprecated APIs only up to a certain version of Qt.
+#DEFINES += QT_DISABLE_DEPRECATED_BEFORE=0x060000    # disables all the APIs deprecated before Qt 6.0.0
+
+CONFIG += c++17
+CONFIG += link_pkgconfig
+PKGCONFIG += opencv4
+SOURCES += \
+        main.cpp \
+        mainwindow.cpp \
+    backend.cpp \
+    global.cpp
+
+LIBS += -lstdc++fs
+
+HEADERS += \
+        mainwindow.h \
+    global.h \
+    backend.h
+
+FORMS += \
+        mainwindow.ui
+
+# Default rules for deployment.
+qnx: target.path = /tmp/$${TARGET}/bin
+else: unix:!android: target.path = /opt/$${TARGET}/bin
+!isEmpty(target.path): INSTALLS += target

backend.cpp

+#include <opencv2/opencv.hpp>
+#include <thread>
+#include <mutex>
+#include <chrono>
+#include <future>
+#include <QTimer>
+#include "global.h"
+#include <QCloseEvent>
+#include "backend.h"
+#include "ui_mainwindow.h"
+#include <experimental/filesystem>
+#include <math.h>
+using namespace std;
+using namespace cv;
+using namespace Global;
+
+namespace fs = std::experimental::filesystem;
+std::chrono::high_resolution_clock::time_point lastFrame;
+QTimer timer;
+int counter = 0;
+void countFrames(){
+    fps = frames;
+    frames = 0;
+    QTimer::singleShot(1000, &countFrames);
+};
+
+double angleBetweenTwoPoints(Point2f p1, Point2f p2) {
+    if(p1.y > p2.y){
+        double x = p2.x - p1.x;
+        double y = p2.y - p1.y;
+        double angleRadian = atan2(x, y);
+        return abs(angleRadian * 180 / 3.14159265);
+    }else{
+        double x = p1.x - p2.x;
+        double y = p1.y - p2.y;
+        double angleRadian = atan2(x, y);
+        return abs((angleRadian * 180) / 3.14159265);
+    }
+}
+
+
+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);
+    countFrames();
+    timer.setInterval(33);
+    timer.callOnTimeout(&getFrame);
+    timer.start();
+    qApp->processEvents();
+}
+
+void getFrame(){
+    if(!capActive){
+        cap.release();
+        cap.~VideoCapture();
+        timer.stop();
+        return;
+    }
+    if (counter == 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++;
+    qApp->processEvents();
+    frameMod();
+
+}
+
+void frameMod(){
+    warpPerspective(frame, correctedFrame, Global::homography, correctedFrame.size());
+    cvtColor(correctedFrame, frameHSV, COLOR_BGR2HSV);
+
+    thread enemy(&findEnemies) ;
+    thread ball(&findBall);
+    thread ally(&detectAlly);
+    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() {
+    std::string path = Global::calibrationFramesPath;
+    vector<string> files;
+    for (const auto &entry : fs::directory_iterator(path))
+        files.push_back(entry.path());
+
+    int numCornersHor = 9;
+    int numCornersVer = 4;
+    int numSquares = numCornersHor * numCornersVer;
+    Size board_sz = Size(numCornersHor, numCornersVer);
+
+    vector<Point2f> corners;
+    for (size_t i = 0; i < files.size(); i++) {
+        Mat image;
+        image = imread(files[i]);
+        Mat gray_image;
+        vector<Point3f> obj;
+        for (int j = 0; j < numSquares; j++)
+            obj.push_back(Point3f(j / numCornersHor, j % numCornersHor, 0.0f));
+        cvtColor(image, gray_image, COLOR_BGR2GRAY);
+        bool found = findChessboardCorners(image, board_sz, corners,
+                                           CALIB_CB_ADAPTIVE_THRESH | CALIB_CB_FILTER_QUADS);
+
+        if (found) {
+            cornerSubPix(gray_image, corners, Size(11, 11), Size(-1, -1),
+                         TermCriteria(TermCriteria::EPS | TermCriteria::MAX_ITER, 30, 0.1));
+            drawChessboardCorners(gray_image, board_sz, corners, found);
+            object_points.push_back(obj);
+            image_points.push_back(corners);
+        } else {
+            cout << "ERROR" << files[i] << endl;
+        }
+    }
+
+    Mat image;
+    image = imread(files[0]);
+    intrinsic.ptr<float>(0)[0] = 1;
+    intrinsic.ptr<float>(1)[1] = 1;
+    calibrateCamera(object_points, image_points, image.size(), intrinsic, distCoeffs, rvecs, tvecs);
+}
+
+void findBall() {
+    Mat frame_HSV = frameHSV;
+    inRange(frame_HSV, Scalar(Global::ballLH, Global::ballLS, Global::ballLV),
+            Scalar(Global::ballUH, Global::ballUS, Global::ballUV), thresholdBall);
+    vector<vector<Point> > contours;
+    vector<Vec4i> hierarchy;
+
+    findContours(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)) );
+        double j = fabs( contourArea(cv::Mat(contour2)) );
+        return ( i < j );
+    });
+    if(contours.size() > 0){
+        Point2f center;
+        float radius;
+        minEnclosingCircle(contours[contours.size()-1], center, radius);
+        if(radius > 10){
+            ballPosition = center;
+            return;
+        }
+    }
+    ballPosition = Point2f(-NAN, -NAN);
+}
+
+void detectAlly() {
+
+    Mat kernel = getStructuringElement(MORPH_RECT, Size(3, 3));
+    Mat frame_HSV = frameHSV;
+    inRange(frame_HSV, Scalar(Global::allyLH, Global::allyLS, Global::allyLV),
+            Scalar(Global::allyUH, Global::allyUS, Global::allyUV), thresholdAllyC);
+
+    vector<vector<Point> > contours;
+    vector<Vec4i> hierarchy;
+
+    findContours(thresholdAllyC, contours, hierarchy, RETR_TREE, CHAIN_APPROX_SIMPLE, Point(0, 0));
+
+    qApp->processEvents();
+    lastAllyFormats.clear();
+    std::sort(contours.begin(), contours.end(), []( std::vector<cv::Point> contour1, std::vector<cv::Point> contour2 ) {
+        double i = fabs( contourArea(cv::Mat(contour1)) );
+        double j = fabs( contourArea(cv::Mat(contour2)) );
+        return ( i < j );
+    });
+    bool rob3Found = false;
+    bool rob4Found = false;
+    bool rob5Found = false;
+    for (const auto &contour : contours) {
+        if(contourArea(contour) > 100){
+            vector<Point2f> points;
+            approxPolyDP(contour, points, 0.05 * arcLength(contour, true), true);
+            if (points.size() == 3) {
+                if(!rob3Found){
+                    posRobot1 = Point2f((points[0].x + points[1].x + points[2].x) / 3,
+                            (points[0].y + points[1].y + points[2].y) / 3);
+                    lastAllyFormats.emplace_back(points);
+                    rob3Found = true;
+                }
+            }
+            if (points.size() == 4) {
+                if(!rob4Found){
+                    posRobot2 = Point2f((points[0].x + points[1].x + points[2].x + points[3].x) / 4,
+                            (points[0].y + points[1].y + points[2].y + points[3].y) / 4);
+                    lastAllyFormats.emplace_back(points);
+                    rob4Found = true;
+                }
+
+            }
+            if (points.size() == 5) {
+                if(!rob5Found){
+                    posRobot3 = Point2f((points[0].x + points[1].x + points[2].x + points[3].x + points[4].x) / 5,
+                            (points[0].y + points[1].y + points[2].y + points[3].y + points[4].y) / 5);
+                    lastAllyFormats.emplace_back(points);
+                }
+
+            }
+        }
+    }
+
+    contours.clear();
+    hierarchy.clear();
+    inRange(frame_HSV, Scalar(Global::allyFLH, Global::allyFLS, Global::allyFLV),
+            Scalar(Global::allyFUH, Global::allyFUS, Global::allyFUV), thresholdAllyF);
+
+    findContours(thresholdAllyF, contours, hierarchy, RETR_TREE, CHAIN_APPROX_SIMPLE, Point(0, 0));
+    qApp->processEvents();
+    vector<vector<Point2f>> triangles;
+    lastTriangles.clear();
+    for (const auto &contour : contours) {
+        if(contourArea(contour) > 100){
+            vector<Point2f> points;
+            approxPolyDP(contour, points, arcLength(contour, true) * 0.05, true);
+
+            if (points.size() == 3) {
+                triangles.emplace_back(points);
+
+                lastTriangles.emplace_back(points);
+
+            }
+        }
+
+    }
+    if (triangles.size() == 6)
+        for (int j = 0; j < 3; j++) {
+            vector<Point2f> mediaT0;
+            mediaT0.emplace_back(
+                        Point2f((triangles[0][0].x + triangles[0][1].x) / 2, (triangles[0][0].y + triangles[0][1].y) / 2));
+            mediaT0.emplace_back(
+                        Point2f((triangles[0][1].x + triangles[0][2].x) / 2, (triangles[0][1].y + triangles[0][2].y) / 2));
+            mediaT0.emplace_back(
+                        Point2f((triangles[0][2].x + triangles[0][0].x) / 2, (triangles[0][2].y + triangles[0][0].y) / 2));
+            for (std::size_t k = 1; k < triangles.size(); k++) {
+                vector<Point2f> mediaTi;
+                mediaTi.emplace_back(Point2f((triangles[k][0].x + triangles[k][1].x) / 2,
+                        (triangles[k][0].y + triangles[k][1].y) / 2));
+                mediaTi.emplace_back(Point2f((triangles[k][1].x + triangles[k][2].x) / 2,
+                        (triangles[k][1].y + triangles[k][2].y) / 2));
+                mediaTi.emplace_back(Point2f((triangles[k][2].x + triangles[k][0].x) / 2,
+                        (triangles[k][2].y + triangles[k][0].y) / 2));
+                vector<double> distance;
+                for (size_t x = 0; x < 3; x++) {
+                    for (size_t y = 0; y < 3; y++) {
+                        distance.emplace_back(norm(mediaT0[x] - mediaTi[y]));
+                    }
+                }
+                int pos = max_element(distance.begin(), distance.end()) - distance.begin();
+                size_t x = floor(pos/3);
+                size_t y = pos%3;
+                if (norm(triangles[0][(x+2)%3] - triangles[k][(y+2)%3]) < DISTANCE && std::abs(angleBetweenTwoPoints(triangles[0][x], triangles[0][(x+1)%3]) - angleBetweenTwoPoints(triangles[k][y], triangles[k][(y+1)%3])) < 10) {
+                    Point2f media = (triangles[0][0] + triangles[0][1] + triangles[0][2]
+                            + triangles[k][0] + triangles[k][1] + triangles[k][2]) / 6;
+                    double dist1 = norm(posRobot1 - media);
+                    double dist2 = norm(posRobot2 - media);
+                    double dist3 = norm(posRobot3 - media);
+                    if ((dist1 < dist2) && (dist1 < dist3)) {
+                        frenteRobot1 = (triangles[0][(x+2)%3] + triangles[k][(y+2)%3]) / 2;
+                        if (norm(posRobot1 - triangles[0][x]) > norm(posRobot1 - triangles[0][(x+1)%3])) {
+                            contornosRobot1.clear();
+                            contornosRobot1.emplace_back(triangles[0][x]);
+                            if (norm(posRobot1 - triangles[k][y]) > norm(posRobot1 - triangles[k][(y+1)%3])) {
+                                contornosRobot1.emplace_back(triangles[k][y]);
+                                contornosRobot1.emplace_back(((triangles[0][x] - posRobot1) * -1) + posRobot1);
+                                contornosRobot1.emplace_back(((triangles[k][y] - posRobot1) * -1) + posRobot1);
+                            } else {
+                                contornosRobot1.emplace_back(triangles[k][(y+1)%3]);
+                                contornosRobot1.emplace_back(((triangles[0][x] - posRobot1) * -1) + posRobot1);
+                                contornosRobot1.emplace_back(((triangles[k][(y+1)%3] - posRobot1) * -1) + posRobot1);
+                            }
+                        } else {
+                            contornosRobot1.clear();
+                            contornosRobot1.emplace_back(triangles[0][(x+1)%3]);
+                            if (norm(posRobot1 - triangles[k][y]) > norm(posRobot1 - triangles[k][(y+1)%3])) {
+                                contornosRobot1.emplace_back(triangles[k][y]);
+                                contornosRobot1.emplace_back(((triangles[0][(x+1)%3] - posRobot1) * -1) + posRobot1);
+                                contornosRobot1.emplace_back(((triangles[k][y] - posRobot1) * -1) + posRobot1);
+                            } else {
+                                contornosRobot1.emplace_back(triangles[k][(y+1)%3]);
+                                contornosRobot1.emplace_back(((triangles[0][(x+1)%3] - posRobot1) * -1) + posRobot1);
+                                contornosRobot1.emplace_back(((triangles[k][(y+1)%3] - posRobot1) * -1) + posRobot1);
+                            }
+                        }
+                    } else if (dist2 < dist1 && dist2 < dist3) {
+                        frenteRobot2 = (triangles[0][(x+2)%3] + triangles[k][(y+2)%3]) / 2;
+                        if (norm(posRobot2 - triangles[0][x]) > norm(posRobot2 - triangles[0][(x+1)%3])) {
+                            contornosRobot2.clear();
+                            contornosRobot2.emplace_back(triangles[0][x]);
+                            if (norm(posRobot2 - triangles[k][y]) > norm(posRobot2 - triangles[k][(y+1)%3])) {
+                                contornosRobot2.emplace_back(triangles[k][y]);
+                                contornosRobot2.emplace_back(((triangles[0][x] - posRobot2) * -1) + posRobot2);
+                                contornosRobot2.emplace_back(((triangles[k][y] - posRobot2) * -1) + posRobot2);
+                            } else {
+                                contornosRobot2.emplace_back(triangles[k][(y+1)%3]);
+                                contornosRobot2.emplace_back(((triangles[0][x] - posRobot2) * -1) + posRobot2);
+                                contornosRobot2.emplace_back(((triangles[k][(y+1)%3] - posRobot2) * -1) + posRobot2);
+                            }
+                        } else {
+                            contornosRobot2.clear();
+                            contornosRobot2.emplace_back(triangles[0][(x+1)%3]);
+                            if (norm(posRobot2 - triangles[k][y]) > norm(posRobot2 - triangles[k][(y+1)%3])) {
+                                contornosRobot2.emplace_back(triangles[k][y]);
+                                contornosRobot2.emplace_back(((triangles[0][(x+1)%3] - posRobot2) * -1) + posRobot2);
+                                contornosRobot2.emplace_back(((triangles[k][y] - posRobot2) * -1) + posRobot2);
+                            } else {
+                                contornosRobot2.emplace_back(triangles[k][(y+1)%3]);
+                                contornosRobot2.emplace_back(((triangles[0][(x+1)%3] - posRobot2) * -1) + posRobot2);
+                                contornosRobot2.emplace_back(((triangles[k][(y+1)%3] - posRobot2) * -1) + posRobot2);
+                            }
+                        }
+                    } else {
+                        frenteRobot3 = (triangles[0][(x+2)%3] + triangles[k][(y+2)%3]) / 2;
+                        if (norm(posRobot3 - triangles[0][x]) > norm(posRobot3 - triangles[0][(x+1)%3])) {
+                            contornosRobot3.clear();
+                            contornosRobot3.emplace_back(triangles[0][x]);
+                            if (norm(posRobot3 - triangles[k][y]) > norm(posRobot3 - triangles[k][(y+1)%3])) {
+                                contornosRobot3.emplace_back(triangles[k][y]);
+                                contornosRobot3.emplace_back(((triangles[0][x] - posRobot3) * -1) + posRobot3);
+                                contornosRobot3.emplace_back(((triangles[k][y] - posRobot3) * -1) + posRobot3);
+                            } else {
+                                contornosRobot3.emplace_back(triangles[k][(y+1)%3]);
+                                contornosRobot3.emplace_back(((triangles[0][x] - posRobot3) * -1) + posRobot3);
+                                contornosRobot3.emplace_back(((triangles[k][(y+1)%3] - posRobot3) * -1) + posRobot3);
+                            }
+                        } else {
+                            contornosRobot3.clear();
+                            contornosRobot3.emplace_back(triangles[0][(x+1)%3]);
+                            if (norm(posRobot3 - triangles[k][y]) > norm(posRobot3 - triangles[k][(y+1)%3])) {
+                                contornosRobot3.emplace_back(triangles[k][y]);
+                                contornosRobot3.emplace_back(((triangles[0][(x+1)%3] - posRobot3) * -1) + posRobot3);
+                                contornosRobot3.emplace_back(((triangles[k][y] - posRobot3) * -1) + posRobot3);
+                            } else {
+                                contornosRobot3.emplace_back(triangles[k][(y+1)%3]);
+                                contornosRobot3.emplace_back(((triangles[0][(x+1)%3] - posRobot3) * -1) + posRobot3);
+                                contornosRobot3.emplace_back(((triangles[k][(y+1)%3] - posRobot3) * -1) + posRobot3);
+                            }
+                        }
+                    }
+                    triangles.erase(triangles.begin() + 0);
+                    triangles.erase(triangles.begin() + k - 1);
+                }
+            }
+        }
+}
+
+void findEnemies() {
+    Mat frame_HSV = frameHSV;
+    inRange(frame_HSV, Scalar(Global::enemyLH, Global::enemyLS, Global::enemyLV),
+            Scalar(Global::enemyUH, Global::enemyUS, Global::enemyUV), 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));
+
+    vector<Moments> mu;
+    for (size_t i = 0; i < contours.size(); i++) {
+        if(contourArea(contours[i]) > 30 )
+            mu.emplace_back(moments(contours[i]));
+    }
+
+    vector<Point2f> mc;
+    for (size_t i = 0; i < mu.size(); i++) {
+        if ((mu[i].m10 / mu[i].m00) > 0)
+            mc.push_back(Point2f(mu[i].m10 / mu[i].m00, mu[i].m01 / mu[i].m00));
+    }
+    if (mc.size() > 3) {
+        vector<Point2f> ret;
+        for (size_t i = 0; i < 3; i++) {
+            vector<Point2f> vectorBackup;
+            Point2f ponto(mc[0].x, mc[0].y);
+            for (size_t j = 1; j < mc.size(); j++) {
+                if (norm(ponto - mc[j]) <= distanceTolerance) {
+                    ponto = Point2f((int) ((ponto.x + mc[j].x) / 2), (int) ((ponto.y + mc[j].y) / 2));
+                } else {
+                    vectorBackup.push_back(mc[j]);
+                }
+            }
+            mc.clear();
+            for (size_t k = 0; k < vectorBackup.size(); k++)
+                mc.push_back(vectorBackup[k]);
+            ret.push_back(ponto);
+        }
+        enemies = ret;;
+    }else if (mc.size() > 0){
+        enemies = mc;
+    }else{
+        mc.push_back(Point2f(-NAN, -NAN));
+        enemies = mc;
+    }
+}
+
+void estrategia(){
+
+};

backend.h

+#ifndef BACKEND_HPP
+#define BACKEND_HPP
+#include <chrono>
+#include <opencv2/opencv.hpp>
+
+extern std::chrono::high_resolution_clock::time_point lastFrame;
+double angleBetweenTwoPoints(cv::Point2f p1, cv::Point2f p2);
+void startCapture();
+void calibration();
+void gerenciador();
+void getFrame();
+void frameMod();
+void findBall();
+void detectAlly();
+void findEnemies();
+void estrategia();
+#endif // BACKEND_HPP

global.cpp

+#include <opencv2/opencv.hpp>
+#include "global.h"
+#include <mutex>
+
+using namespace std;
+using namespace cv;
+
+
+namespace Global {
+    int defaultImageHeight;
+    vector<vector<Point2f>> lastTriangles;
+    vector<vector<Point2f>> 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; ///< 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::Point2f marcas[] = {
+                cv::Point2f(25, 37.5),
+                cv::Point2f(65, 37.5),
+                cv::Point2f(105, 37.5),
+                cv::Point2f(25, 112.5),
+                cv::Point2f(65, 112.5),
+                cv::Point2f(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::Point2f ballPosition(0, 0);
+        ///@}
+
+        /**
+        * @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::Point2f> enemies;
+        ///@}
+
+        /**
+         * @defgroup Aliados
+         * @brief Vaiáveis de localização dos nossos robôs
+         * @addtogroup Aliados
+         * @{
+         */
+
+         cv::Point2f posRobot1(0,0);
+         cv::Point2f posRobot2(0,0);
+         cv::Point2f posRobot3(0,0);
+
+         cv::Point2f frenteRobot1(0,0);
+         cv::Point2f frenteRobot2(0,0);
+         cv::Point2f frenteRobot3(0,0);
+
+         std::vector<cv::Point2f> contornosRobot1;
+         std::vector<cv::Point2f> contornosRobot2;
+         std::vector<cv::Point2f> contornosRobot3;
+
+         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