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ORB vs SURF
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#include <stdio.h> | |
#include <string.h> | |
#include <iostream> | |
#include <ctime> | |
#include <math.h> | |
#include <fstream> | |
#include <opencv2/core.hpp> | |
#include <opencv2/features2d.hpp> | |
#include <opencv2/xfeatures2d.hpp> | |
#include <opencv2/highgui.hpp> | |
using namespace cv; | |
using namespace cv::xfeatures2d; | |
using namespace std; | |
clock_t begin_time = 0; | |
void start() { | |
begin_time = clock(); | |
} | |
void end(const char* prefix) { | |
std::cout << prefix << float( clock() - begin_time) / CLOCKS_PER_SEC << " sec" << std::endl; | |
} | |
void detect(const char * name, Ptr<Feature2D> detector, Mat img, bool writeFile = false) { | |
std::vector<KeyPoint> keypoints; | |
start(); | |
detector->detect(img, keypoints); | |
end("Keypoints detected: "); | |
Mat descriptors; | |
start(); | |
detector->compute(img, keypoints, descriptors); | |
end("Descriptors computed: "); | |
Mat img_keypoints; | |
drawKeypoints(img, keypoints, img_keypoints, Scalar::all(-1), DrawMatchesFlags::DEFAULT); | |
char* winName = new char[100]; | |
sprintf(winName, "%s: %lu %s", name, keypoints.size(), "points"); | |
imshow(winName, img_keypoints); | |
if (writeFile) { | |
ofstream myfile; | |
myfile.open("descriptors.json"); | |
myfile << "{\"points\":[\n"; | |
for (int i = 0, s = keypoints.size(); i < s; i++) { | |
myfile << "{\"x\":" << round(keypoints.at(i).pt.x) | |
<< ",\"y\":" << round(keypoints.at(i).pt.y) | |
<< ",\"descriptor\":" | |
<< descriptors.row(i) | |
<< (i + 1 < s ? "},\n" : "}\n"); | |
} | |
myfile << "],\"type\":\"" << name << "\", \"width\":" << img.cols << ", \"height\":" << img.rows << "}"; | |
myfile.close(); | |
} | |
} | |
int main(int argc, char** argv) { | |
string type(argv[1]); | |
Mat img = imread(argv[2], IMREAD_GRAYSCALE); | |
if (!img.data) { | |
cout << " --(!) Error reading images " << endl; | |
return -1; | |
} | |
if (string("ORB").compare(type) == 0) | |
detect("ORB", ORB::create(500, 1.2f, 2), img, true); | |
else if (string("SURF").compare(type) == 0) | |
detect("SURF", SURF::create(200), img, true); | |
waitKey(0); | |
return 0; | |
} |
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