.. code-block:: cpp
- #include "opencv2/objdetect.hpp"
- #include "opencv2/highgui.hpp"
- #include "opencv2/imgproc.hpp"
-
- #include <iostream>
- #include <stdio.h>
-
- using namespace std;
- using namespace cv;
-
- /** Function Headers */
- void detectAndDisplay( Mat frame );
-
- /** Global variables */
- String face_cascade_name = "haarcascade_frontalface_alt.xml";
- String eyes_cascade_name = "haarcascade_eye_tree_eyeglasses.xml";
- CascadeClassifier face_cascade;
- CascadeClassifier eyes_cascade;
- string window_name = "Capture - Face detection";
- RNG rng(12345);
-
- /** @function main */
- int main( int argc, const char** argv )
- {
- CvCapture* capture;
- Mat frame;
-
- //-- 1. Load the cascades
- if( !face_cascade.load( face_cascade_name ) ){ printf("--(!)Error loading\n"); return -1; };
- if( !eyes_cascade.load( eyes_cascade_name ) ){ printf("--(!)Error loading\n"); return -1; };
-
- //-- 2. Read the video stream
- capture = cvCaptureFromCAM( -1 );
- if( capture )
- {
- while( true )
- {
- frame = cvQueryFrame( capture );
-
- //-- 3. Apply the classifier to the frame
- if( !frame.empty() )
- { detectAndDisplay( frame ); }
- else
- { printf(" --(!) No captured frame -- Break!"); break; }
-
- int c = waitKey(10);
- if( (char)c == 'c' ) { break; }
- }
- }
- return 0;
- }
+ #include "opencv2/objdetect.hpp"
+ #include "opencv2/highgui.hpp"
+ #include "opencv2/imgproc.hpp"
+
+ #include <iostream>
+ #include <stdio.h>
+
+ using namespace std;
+ using namespace cv;
- /** @function detectAndDisplay */
- void detectAndDisplay( Mat frame )
- {
- std::vector<Rect> faces;
- Mat frame_gray;
+ /** Function Headers */
+ void detectAndDisplay( Mat frame );
- cvtColor( frame, frame_gray, CV_BGR2GRAY );
- equalizeHist( frame_gray, frame_gray );
+ /** Global variables */
+ String face_cascade_name = "haarcascade_frontalface_alt.xml";
+ String eyes_cascade_name = "haarcascade_eye_tree_eyeglasses.xml";
+ CascadeClassifier face_cascade;
+ CascadeClassifier eyes_cascade;
+ String window_name = "Capture - Face detection";
- //-- Detect faces
- face_cascade.detectMultiScale( frame_gray, faces, 1.1, 2, 0|CV_HAAR_SCALE_IMAGE, Size(30, 30) );
+ /** @function main */
+ int main( void )
+ {
+ VideoCapture capture;
+ Mat frame;
+
+ //-- 1. Load the cascades
+ if( !face_cascade.load( face_cascade_name ) ){ printf("--(!)Error loading face cascade\n"); return -1; };
+ if( !eyes_cascade.load( eyes_cascade_name ) ){ printf("--(!)Error loading eyes cascade\n"); return -1; };
+
+ //-- 2. Read the video stream
+ capture.open( -1 );
+ if ( ! capture.isOpened() ) { printf("--(!)Error opening video capture\n"); return -1; }
+
+ while ( capture.read(frame) )
+ {
+ if( frame.empty() )
+ {
+ printf(" --(!) No captured frame -- Break!");
+ break;
+ }
+
+ //-- 3. Apply the classifier to the frame
+ detectAndDisplay( frame );
+
+ int c = waitKey(10);
+ if( (char)c == 27 ) { break; } // escape
+ }
+ return 0;
+ }
- for( int i = 0; i < faces.size(); i++ )
+ /** @function detectAndDisplay */
+ void detectAndDisplay( Mat frame )
{
- Point center( faces[i].x + faces[i].width*0.5, faces[i].y + faces[i].height*0.5 );
- ellipse( frame, center, Size( faces[i].width*0.5, faces[i].height*0.5), 0, 0, 360, Scalar( 255, 0, 255 ), 4, 8, 0 );
+ std::vector<Rect> faces;
+ Mat frame_gray;
+
+ cvtColor( frame, frame_gray, COLOR_BGR2GRAY );
+ equalizeHist( frame_gray, frame_gray );
+
+ //-- Detect faces
+ face_cascade.detectMultiScale( frame_gray, faces, 1.1, 2, 0|CASCADE_SCALE_IMAGE, Size(30, 30) );
- Mat faceROI = frame_gray( faces[i] );
- std::vector<Rect> eyes;
+ for( size_t i = 0; i < faces.size(); i++ )
+ {
+ Point center( faces[i].x + faces[i].width/2, faces[i].y + faces[i].height/2 );
+ ellipse( frame, center, Size( faces[i].width/2, faces[i].height/2), 0, 0, 360, Scalar( 255, 0, 255 ), 4, 8, 0 );
- //-- In each face, detect eyes
- eyes_cascade.detectMultiScale( faceROI, eyes, 1.1, 2, 0 |CV_HAAR_SCALE_IMAGE, Size(30, 30) );
+ Mat faceROI = frame_gray( faces[i] );
+ std::vector<Rect> eyes;
- for( int j = 0; j < eyes.size(); j++ )
- {
- Point center( faces[i].x + eyes[j].x + eyes[j].width*0.5, faces[i].y + eyes[j].y + eyes[j].height*0.5 );
- int radius = cvRound( (eyes[j].width + eyes[j].height)*0.25 );
- circle( frame, center, radius, Scalar( 255, 0, 0 ), 4, 8, 0 );
- }
+ //-- In each face, detect eyes
+ eyes_cascade.detectMultiScale( faceROI, eyes, 1.1, 2, 0 |CASCADE_SCALE_IMAGE, Size(30, 30) );
+
+ for( size_t j = 0; j < eyes.size(); j++ )
+ {
+ Point eye_center( faces[i].x + eyes[j].x + eyes[j].width/2, faces[i].y + eyes[j].y + eyes[j].height/2 );
+ int radius = cvRound( (eyes[j].width + eyes[j].height)*0.25 );
+ circle( frame, center, radius, Scalar( 255, 0, 0 ), 4, 8, 0 );
+ }
+ }
+ //-- Show what you got
+ imshow( window_name, frame );
}
- //-- Show what you got
- imshow( window_name, frame );
- }
Explanation
============
-/**
- * @file objectDetection.cpp
- * @author A. Huaman ( based in the classic facedetect.cpp in samples/c )
- * @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
- */
-#include "opencv2/objdetect/objdetect.hpp"
-#include "opencv2/highgui/highgui.hpp"
-#include "opencv2/imgproc/imgproc.hpp"
-#include "opencv2/core/utility.hpp"
-
-#include "opencv2/highgui/highgui_c.h"
+#include "opencv2/objdetect.hpp"
+#include "opencv2/highgui.hpp"
+#include "opencv2/imgproc.hpp"
#include <iostream>
#include <stdio.h>
void detectAndDisplay( Mat frame );
/** Global variables */
-//-- Note, either copy these two files from opencv/data/haarscascades to your current folder, or change these locations
-string face_cascade_name = "haarcascade_frontalface_alt.xml";
-string eyes_cascade_name = "haarcascade_eye_tree_eyeglasses.xml";
+String face_cascade_name = "haarcascade_frontalface_alt.xml";
+String eyes_cascade_name = "haarcascade_eye_tree_eyeglasses.xml";
CascadeClassifier face_cascade;
CascadeClassifier eyes_cascade;
-string window_name = "Capture - Face detection";
-RNG rng(12345);
+String window_name = "Capture - Face detection";
-/**
- * @function main
- */
+/** @function main */
int main( void )
{
- CvCapture* capture;
- Mat frame;
-
- //-- 1. Load the cascades
- if( !face_cascade.load( face_cascade_name ) ){ printf("--(!)Error loading\n"); return -1; };
- if( !eyes_cascade.load( eyes_cascade_name ) ){ printf("--(!)Error loading\n"); return -1; };
-
- //-- 2. Read the video stream
- capture = cvCaptureFromCAM( -1 );
- if( capture )
- {
- for(;;)
- {
- frame = cv::cvarrToMat(cvQueryFrame( capture ));
+ VideoCapture capture;
+ Mat frame;
+
+ //-- 1. Load the cascades
+ if( !face_cascade.load( face_cascade_name ) ){ printf("--(!)Error loading face cascade\n"); return -1; };
+ if( !eyes_cascade.load( eyes_cascade_name ) ){ printf("--(!)Error loading eyes cascade\n"); return -1; };
- //-- 3. Apply the classifier to the frame
- if( !frame.empty() )
- { detectAndDisplay( frame ); }
- else
- { printf(" --(!) No captured frame -- Break!"); break; }
+ //-- 2. Read the video stream
+ capture.open( -1 );
+ if ( ! capture.isOpened() ) { printf("--(!)Error opening video capture\n"); return -1; }
- int c = waitKey(10);
- if( (char)c == 'c' ) { break; }
+ while ( capture.read(frame) )
+ {
+ if( frame.empty() )
+ {
+ printf(" --(!) No captured frame -- Break!");
+ break;
+ }
+ //-- 3. Apply the classifier to the frame
+ detectAndDisplay( frame );
+
+ int c = waitKey(10);
+ if( (char)c == 27 ) { break; } // escape
}
- }
- return 0;
+ return 0;
}
-/**
- * @function detectAndDisplay
- */
+/** @function detectAndDisplay */
void detectAndDisplay( Mat frame )
{
- std::vector<Rect> faces;
- Mat frame_gray;
+ std::vector<Rect> faces;
+ Mat frame_gray;
+
+ cvtColor( frame, frame_gray, COLOR_BGR2GRAY );
+ equalizeHist( frame_gray, frame_gray );
- cvtColor( frame, frame_gray, COLOR_BGR2GRAY );
- equalizeHist( frame_gray, frame_gray );
- //-- Detect faces
- face_cascade.detectMultiScale( frame_gray, faces, 1.1, 2, 0|CASCADE_SCALE_IMAGE, Size(30, 30) );
+ //-- Detect faces
+ face_cascade.detectMultiScale( frame_gray, faces, 1.1, 2, 0|CASCADE_SCALE_IMAGE, Size(30, 30) );
- for( size_t i = 0; i < faces.size(); i++ )
+ for ( size_t i = 0; i < faces.size(); i++ )
{
- Point center( faces[i].x + faces[i].width/2, faces[i].y + faces[i].height/2 );
- ellipse( frame, center, Size( faces[i].width/2, faces[i].height/2), 0, 0, 360, Scalar( 255, 0, 255 ), 2, 8, 0 );
+ Point center( faces[i].x + faces[i].width/2, faces[i].y + faces[i].height/2 );
+ ellipse( frame, center, Size( faces[i].width/2, faces[i].height/2), 0, 0, 360, Scalar( 255, 0, 255 ), 4, 8, 0 );
- Mat faceROI = frame_gray( faces[i] );
- std::vector<Rect> eyes;
+ Mat faceROI = frame_gray( faces[i] );
+ std::vector<Rect> eyes;
- //-- In each face, detect eyes
- eyes_cascade.detectMultiScale( faceROI, eyes, 1.1, 2, 0 |CASCADE_SCALE_IMAGE, Size(30, 30) );
+ //-- In each face, detect eyes
+ eyes_cascade.detectMultiScale( faceROI, eyes, 1.1, 2, 0 |CASCADE_SCALE_IMAGE, Size(30, 30) );
- for( size_t j = 0; j < eyes.size(); j++ )
- {
- Point eye_center( faces[i].x + eyes[j].x + eyes[j].width/2, faces[i].y + eyes[j].y + eyes[j].height/2 );
- int radius = cvRound( (eyes[j].width + eyes[j].height)*0.25 );
- circle( frame, eye_center, radius, Scalar( 255, 0, 0 ), 3, 8, 0 );
- }
+ for ( size_t j = 0; j < eyes.size(); j++ )
+ {
+ Point eye_center( faces[i].x + eyes[j].x + eyes[j].width/2, faces[i].y + eyes[j].y + eyes[j].height/2 );
+ int radius = cvRound( (eyes[j].width + eyes[j].height)*0.25 );
+ circle( frame, center, radius, Scalar( 255, 0, 0 ), 4, 8, 0 );
+ }
}
- //-- Show what you got
- imshow( window_name, frame );
+ //-- Show what you got
+ imshow( window_name, frame );
}
* @author A. Huaman ( based in the classic facedetect.cpp in samples/c )
* @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
*/
-#include "opencv2/objdetect/objdetect.hpp"
-#include "opencv2/highgui/highgui.hpp"
-#include "opencv2/imgproc/imgproc.hpp"
-#include "opencv2/core/utility.hpp"
-
-#include "opencv2/highgui/highgui_c.h"
+#include "opencv2/objdetect.hpp"
+#include "opencv2/highgui.hpp"
+#include "opencv2/imgproc.hpp"
#include <iostream>
#include <stdio.h>
void detectAndDisplay( Mat frame );
/** Global variables */
-string face_cascade_name = "lbpcascade_frontalface.xml";
-string eyes_cascade_name = "haarcascade_eye_tree_eyeglasses.xml";
+String face_cascade_name = "lbpcascade_frontalface.xml";
+String eyes_cascade_name = "haarcascade_eye_tree_eyeglasses.xml";
CascadeClassifier face_cascade;
CascadeClassifier eyes_cascade;
-string window_name = "Capture - Face detection";
-
-RNG rng(12345);
-
+String window_name = "Capture - Face detection";
/**
* @function main
*/
int main( void )
{
- CvCapture* capture;
- Mat frame;
-
- //-- 1. Load the cascade
- if( !face_cascade.load( face_cascade_name ) ){ printf("--(!)Error loading\n"); return -1; };
- if( !eyes_cascade.load( eyes_cascade_name ) ){ printf("--(!)Error loading\n"); return -1; };
-
- //-- 2. Read the video stream
- capture = cvCaptureFromCAM( -1 );
- if( capture )
- {
- for(;;)
- {
- frame = cv::cvarrToMat(cvQueryFrame( capture ));
+ VideoCapture capture;
+ Mat frame;
- //-- 3. Apply the classifier to the frame
- if( !frame.empty() )
- { detectAndDisplay( frame ); }
- else
- { printf(" --(!) No captured frame -- Break!"); break; }
+ //-- 1. Load the cascade
+ if( !face_cascade.load( face_cascade_name ) ){ printf("--(!)Error loading face cascade\n"); return -1; };
+ if( !eyes_cascade.load( eyes_cascade_name ) ){ printf("--(!)Error loading eyes cascade\n"); return -1; };
- int c = waitKey(10);
- if( (char)c == 'c' ) { break; }
+ //-- 2. Read the video stream
+ capture.open( -1 );
+ if ( ! capture.isOpened() ) { printf("--(!)Error opening video capture\n"); return -1; }
+ while ( capture.read(frame) )
+ {
+ if( frame.empty() )
+ {
+ printf(" --(!) No captured frame -- Break!");
+ break;
+ }
+
+ //-- 3. Apply the classifier to the frame
+ detectAndDisplay( frame );
+
+ //-- bail out if escape was pressed
+ int c = waitKey(10);
+ if( (char)c == 27 ) { break; }
}
- }
- return 0;
+ return 0;
}
/**
*/
void detectAndDisplay( Mat frame )
{
- std::vector<Rect> faces;
- Mat frame_gray;
+ std::vector<Rect> faces;
+ Mat frame_gray;
- cvtColor( frame, frame_gray, COLOR_BGR2GRAY );
- equalizeHist( frame_gray, frame_gray );
+ cvtColor( frame, frame_gray, COLOR_BGR2GRAY );
+ equalizeHist( frame_gray, frame_gray );
- //-- Detect faces
- face_cascade.detectMultiScale( frame_gray, faces, 1.1, 2, 0, Size(80, 80) );
+ //-- Detect faces
+ face_cascade.detectMultiScale( frame_gray, faces, 1.1, 2, 0, Size(80, 80) );
- for( size_t i = 0; i < faces.size(); i++ )
+ for( size_t i = 0; i < faces.size(); i++ )
{
- Mat faceROI = frame_gray( faces[i] );
- std::vector<Rect> eyes;
-
- //-- In each face, detect eyes
- eyes_cascade.detectMultiScale( faceROI, eyes, 1.1, 2, 0 |CASCADE_SCALE_IMAGE, Size(30, 30) );
- if( eyes.size() == 2)
- {
- //-- Draw the face
- Point center( faces[i].x + faces[i].width/2, faces[i].y + faces[i].height/2 );
- ellipse( frame, center, Size( faces[i].width/2, faces[i].height/2), 0, 0, 360, Scalar( 255, 0, 0 ), 2, 8, 0 );
-
- for( size_t j = 0; j < eyes.size(); j++ )
- { //-- Draw the eyes
- Point eye_center( faces[i].x + eyes[j].x + eyes[j].width/2, faces[i].y + eyes[j].y + eyes[j].height/2 );
- int radius = cvRound( (eyes[j].width + eyes[j].height)*0.25 );
- circle( frame, eye_center, radius, Scalar( 255, 0, 255 ), 3, 8, 0 );
- }
- }
+ Mat faceROI = frame_gray( faces[i] );
+ std::vector<Rect> eyes;
+
+ //-- In each face, detect eyes
+ eyes_cascade.detectMultiScale( faceROI, eyes, 1.1, 2, 0 |CASCADE_SCALE_IMAGE, Size(30, 30) );
+ if( eyes.size() == 2)
+ {
+ //-- Draw the face
+ Point center( faces[i].x + faces[i].width/2, faces[i].y + faces[i].height/2 );
+ ellipse( frame, center, Size( faces[i].width/2, faces[i].height/2), 0, 0, 360, Scalar( 255, 0, 0 ), 2, 8, 0 );
+
+ for( size_t j = 0; j < eyes.size(); j++ )
+ { //-- Draw the eyes
+ Point eye_center( faces[i].x + eyes[j].x + eyes[j].width/2, faces[i].y + eyes[j].y + eyes[j].height/2 );
+ int radius = cvRound( (eyes[j].width + eyes[j].height)*0.25 );
+ circle( frame, eye_center, radius, Scalar( 255, 0, 255 ), 3, 8, 0 );
+ }
+ }
}
- //-- Show what you got
- imshow( window_name, frame );
+ //-- Show what you got
+ imshow( window_name, frame );
}