Created
November 12, 2013 07:18
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SIFT features is implemented by OpenCV lib.
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#include <stdio.h> | |
#include "opencv2/core/core.hpp" | |
#include "opencv2/features2d/features2d.hpp" | |
#include "opencv2/highgui/highgui.hpp" | |
#include "opencv2/nonfree/nonfree.hpp" | |
using namespace cv; | |
static void help() | |
{ | |
printf("\nThis program demonstrates using features2d detector, descriptor extractor and simple matcher\n" | |
"Using the SURF desriptor:\n" | |
"\n" | |
"Usage:\n matcher_simple <image1> <image2>\n"); | |
} | |
int main(int argc, char** argv) | |
{ | |
if(argc != 3) | |
{ | |
help(); | |
return -1; | |
} | |
Mat img1 = imread(argv[1], CV_LOAD_IMAGE_GRAYSCALE); | |
Mat img2 = imread(argv[2], CV_LOAD_IMAGE_GRAYSCALE); | |
if(img1.empty() || img2.empty()) | |
{ | |
printf("Can't read one of the images\n"); | |
return -1; | |
} | |
// detecting keypoints | |
SurfFeatureDetector detector(400); | |
vector<KeyPoint> keypoints1, keypoints2; | |
detector.detect(img1, keypoints1); | |
detector.detect(img2, keypoints2); | |
// computing descriptors | |
SurfDescriptorExtractor extractor; | |
Mat descriptors1, descriptors2; | |
extractor.compute(img1, keypoints1, descriptors1); | |
extractor.compute(img2, keypoints2, descriptors2); | |
// matching descriptors | |
BFMatcher matcher(NORM_L2); | |
vector<DMatch> matches; | |
matcher.match(descriptors1, descriptors2, matches); | |
// drawing the results | |
namedWindow("matches", 1); | |
Mat img_matches; | |
drawMatches(img1, keypoints1, img2, keypoints2, matches, img_matches); | |
imshow("matches", img_matches); | |
waitKey(0); | |
return 0; | |
} |
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