刚开始自学OpenCV不久,也是第一次写博客,所以请各位大神多多指点!
最近初涉OpenCV的仿射变换、SURF特征描述子、鼠标回调、进度条回调等功能,于是写了这个可以观察SURF的特征匹配效果的小程序,其实也是for fun,希望能搏君一玩^_^
PS:由于非CS科班出身,不足之处请各位多指教!
先上程序效果截图:
程序功能简介:
程序退出:在图像窗口敲击回车键即可;
旋转图像:鼠标拖动Video窗口的Angle轴即可;
缩放图像:鼠标拖动Video窗口的Scale轴即可;
平移图像:在Video窗口,鼠标左键拖拽图像即可;
平移图像复原:在Video窗口,单击鼠标右键即可;
调整特征匹配量:鼠标拖动Macher窗口的Hessian阈值即可。程序实现环境:VS2010 + OpenCV 2.4.11
#include <iostream>
#include <opencv.hpp>
#include <nonfree/nonfree.hpp>
#include <legacy/legacy.hpp>
using namespace cv;
using namespace std;
static Mat onAffine(Mat* im, Point2f dif);
static Mat onRot(int pos, int rat, Mat* im);
static Mat onSurf(int hes, Mat& im1, Mat& im2);
static void onMouse(int Event, int x, int y, int drag, Mat* im);
void main(int argc, char* argv[])
{
Mat Cam = imread("Girl.jpg"), dst;
int pos = 36, rat = 10, hes = 40; //initial value
namedWindow("Video"); namedWindow("Matcher");
createTrackbar("Angle","Video", &pos,72); //rotate the image
createTrackbar("Scale","Video", &rat,20); //scale the image
createTrackbar("Hessian","Matcher", &hes,80); //minHessian threshold
setMouseCallback("Video", (MouseCallback)onMouse, &Cam); //drag image
while((waitKey(50)&255)!=13)
{//press the Enter key to exit the programe
dst = onRot(pos, rat, &Cam); imshow("Video", dst);
dst = onSurf(hes, Cam, dst); imshow("Matcher", dst);
}//end while
}//end main
static Mat onSurf(int hes, Mat& im1, Mat& im2)
{
SURF Extractor, Detector(20*hes); //HessianThreshold
//SURF = SurfDescriptorExtractor & SurfFeatureDetector
vector<KeyPoint> kp1, kp2; Mat descriptor1, descriptor2, dst;
Detector.detect(im1, kp1); Detector.detect(im2, kp2);
//drawKeypoints(im1, kp1, dst); return dst; //no match
Extractor.compute(im1, kp1, descriptor1);
Extractor.compute(im2, kp2, descriptor2);
vector< DMatch > matches; //DMatch: distance match
BruteForceMatcher< L2<float> > Matcher; //L2-Distance
Matcher.match(descriptor1, descriptor2, matches);
drawMatches(im1, kp1, im2, kp2, matches, dst); return dst;
}//end onSurf
static void onMouse(int Event, int x, int y, int drag, Mat* im)
{
static Mat res = im->clone(); static const Point ini(0,0);
static Point seed(ini), tdf(ini); Point now(x,y);
switch(Event)
{
case CV_EVENT_LBUTTONDOWN: seed = now; break;
case CV_EVENT_LBUTTONUP: tdf += (now-seed); break;
case CV_EVENT_RBUTTONUP: res.copyTo(*im); tdf = ini; break;
}//end switch
if(drag==CV_EVENT_FLAG_LBUTTON) //drag the mouse to move the image
*im = onAffine(&res, tdf+(now-seed)); //use Affine transformation
}//end onMouse
static Mat onAffine(Mat* im, Point2f dif)
{
Point2f org[3],tri[3]; org[1] = Point2f(im->cols/2, 0);
org[0] = Point2f(0,0); org[2] = Point2f(0, im->rows/2);
for(int i=0; i<3; ++i) tri[i] = org[i] + dif;
Mat warp = getAffineTransform(org, tri), dst;
warpAffine(*im, dst, warp, im->size()); return dst;
}//end onAffine
static Mat onRot(int pos, int rat, Mat* im)
{
Point center(im->cols/2.0 + 0.5, im->rows/2.0 + 0.5);
double angle = 5*pos-180, scale = 0.1*rat;
Mat rot = getRotationMatrix2D(center, angle, scale), dst;
warpAffine(*im, dst, rot, im->size()); return dst;
}//end onRot