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Update objectDetection.cpp
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@ -19,8 +19,6 @@ Code
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This tutorial code's is shown lines below. You can also download it from
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[here](https://github.com/opencv/opencv/tree/master/samples/cpp/tutorial_code/objectDetection/objectDetection.cpp)
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. The second version (using LBP for face detection) can be [found
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here](https://github.com/opencv/opencv/tree/master/samples/cpp/tutorial_code/objectDetection/objectDetection2.cpp)
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@include samples/cpp/tutorial_code/objectDetection/objectDetection.cpp
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Explanation
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@ -34,8 +32,8 @@ Result
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![](images/Cascade_Classifier_Tutorial_Result_Haar.jpg)
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Remember to copy the files *haarcascade_frontalface_alt.xml* and
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*haarcascade_eye_tree_eyeglasses.xml* in your current directory. They are located in
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Be sure the program will find the path of files *haarcascade_frontalface_alt.xml* and
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*haarcascade_eye_tree_eyeglasses.xml*. They are located in
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*opencv/data/haarcascades*
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-# This is the result of using the file *lbpcascade_frontalface.xml* (LBP trained) for the face
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@ -13,15 +13,25 @@ using namespace cv;
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void detectAndDisplay( Mat frame );
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/** Global variables */
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String face_cascade_name = "haarcascade_frontalface_alt.xml";
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String eyes_cascade_name = "haarcascade_eye_tree_eyeglasses.xml";
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String face_cascade_name, eyes_cascade_name;
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CascadeClassifier face_cascade;
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CascadeClassifier eyes_cascade;
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String window_name = "Capture - Face detection";
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/** @function main */
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int main( void )
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int main( int argc, const char** argv )
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{
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CommandLineParser parser(argc, argv,
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"{help h||}"
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"{face_cascade|../../data/haarcascades/haarcascade_frontalface_alt.xml|}"
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"{eyes_cascade|../../data/haarcascades/haarcascade_eye_tree_eyeglasses.xml|}");
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cout << "\nThis program demonstrates using the cv::CascadeClassifier class to detect objects (Face + eyes) in a video stream.\n"
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"You can use Haar or LBP features.\n\n";
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parser.printMessage();
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face_cascade_name = parser.get<string>("face_cascade");
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eyes_cascade_name = parser.get<string>("eyes_cascade");
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VideoCapture capture;
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Mat frame;
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@ -30,7 +40,7 @@ int main( void )
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if( !eyes_cascade.load( eyes_cascade_name ) ){ printf("--(!)Error loading eyes cascade\n"); return -1; };
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//-- 2. Read the video stream
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capture.open( -1 );
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capture.open( 0 );
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if ( ! capture.isOpened() ) { printf("--(!)Error opening video capture\n"); return -1; }
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while ( capture.read(frame) )
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@ -1,98 +0,0 @@
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/**
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* @file objectDetection2.cpp
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* @author A. Huaman ( based in the classic facedetect.cpp in samples/c )
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* @brief A simplified version of facedetect.cpp, show how to load a cascade classifier and how to find objects (Face + eyes) in a video stream - Using LBP here
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*/
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#include "opencv2/objdetect.hpp"
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#include "opencv2/videoio.hpp"
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#include "opencv2/highgui.hpp"
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#include "opencv2/imgproc.hpp"
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#include <iostream>
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#include <stdio.h>
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using namespace std;
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using namespace cv;
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/** Function Headers */
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void detectAndDisplay( Mat frame );
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/** Global variables */
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String face_cascade_name = "lbpcascade_frontalface.xml";
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String eyes_cascade_name = "haarcascade_eye_tree_eyeglasses.xml";
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CascadeClassifier face_cascade;
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CascadeClassifier eyes_cascade;
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String window_name = "Capture - Face detection";
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/**
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* @function main
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*/
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int main( void )
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{
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VideoCapture capture;
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Mat frame;
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//-- 1. Load the cascade
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if( !face_cascade.load( face_cascade_name ) ){ printf("--(!)Error loading face cascade\n"); return -1; };
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if( !eyes_cascade.load( eyes_cascade_name ) ){ printf("--(!)Error loading eyes cascade\n"); return -1; };
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//-- 2. Read the video stream
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capture.open( -1 );
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if ( ! capture.isOpened() ) { printf("--(!)Error opening video capture\n"); return -1; }
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while ( capture.read(frame) )
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{
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if( frame.empty() )
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{
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printf(" --(!) No captured frame -- Break!");
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break;
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}
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//-- 3. Apply the classifier to the frame
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detectAndDisplay( frame );
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//-- bail out if escape was pressed
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char c = (char)waitKey(10);
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if( c == 27 ) { break; }
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}
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return 0;
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}
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/**
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* @function detectAndDisplay
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*/
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void detectAndDisplay( Mat frame )
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{
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std::vector<Rect> faces;
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Mat frame_gray;
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cvtColor( frame, frame_gray, COLOR_BGR2GRAY );
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equalizeHist( frame_gray, frame_gray );
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//-- Detect faces
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face_cascade.detectMultiScale( frame_gray, faces, 1.1, 2, 0, Size(80, 80) );
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for( size_t i = 0; i < faces.size(); i++ )
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{
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Mat faceROI = frame_gray( faces[i] );
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std::vector<Rect> eyes;
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//-- In each face, detect eyes
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eyes_cascade.detectMultiScale( faceROI, eyes, 1.1, 2, 0 |CASCADE_SCALE_IMAGE, Size(30, 30) );
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if( eyes.size() == 2)
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{
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//-- Draw the face
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Point center( faces[i].x + faces[i].width/2, faces[i].y + faces[i].height/2 );
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ellipse( frame, center, Size( faces[i].width/2, faces[i].height/2 ), 0, 0, 360, Scalar( 255, 0, 0 ), 2, 8, 0 );
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for( size_t j = 0; j < eyes.size(); j++ )
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{ //-- Draw the eyes
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Point eye_center( faces[i].x + eyes[j].x + eyes[j].width/2, faces[i].y + eyes[j].y + eyes[j].height/2 );
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int radius = cvRound( (eyes[j].width + eyes[j].height)*0.25 );
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circle( frame, eye_center, radius, Scalar( 255, 0, 255 ), 3, 8, 0 );
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}
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}
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}
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//-- Show what you got
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imshow( window_name, frame );
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}
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