CascadeClassifier类中的函数如下:
1 empty判断分类器是否加载成功;
2 load加载训练好的xml文件;
3 read读取xml文件;
4 detectMultiScale多尺度检测目标,返回一系列矩形;C++: void CascadeClassifier::detectMultiScale(const Mat& image, vector<Rect>& objects, double scaleFactor=1.1, intminNeighbors=3, int flags=0, Size minSize=Size(), Size maxSize=Size())
5 setImage设定检测图片;
6 runAt制定从哪点开始检测;
例子如下:
#include <stdio.h> #include <iostream> #include "opencv2/core/core.hpp" #include "opencv2/objdetect/objdetect.hpp" #include "opencv2/highgui/highgui.hpp" #include "opencv2/imgproc/imgproc.hpp" #include <iostream> #include <stdio.h> using namespace std; using namespace cv; 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, char** argv ) { VideoCapture cam("3.avi"); 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; } Mat frame; while (true) { if (cam.isOpened()) { //frame=cvQueryFrame(cam); cam>>frame; if( !frame.empty() ) { detectAndDisplay( frame ); } else { printf(" --(!) No captured frame -- Break!"); break; } int c = waitKey(10); if( (char)c == 'c' ) { break; } } } } void detectAndDisplay( Mat frame ) { vector<Rect>faces; Mat frame_gray; cvtColor(frame,frame_gray,CV_BGR2GRAY); equalizeHist(frame_gray,frame_gray); face_cascade.detectMultiScale(frame_gray,faces,1.1,2,0, Size(30, 30) ); for (int i=0;i<faces.size();i++) { 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); Mat faceROI = frame_gray( faces[i] ); std::vector<Rect> eyes; //-- In each face, detect eyes eyes_cascade.detectMultiScale( faceROI, eyes, 1.1, 2, 0 , Size(30, 30) ); 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 ); } } imshow(window_name, frame); }