OpenCV_4.2.0/opencv_contrib-4.2.0/modules/tracking/samples/multiTracker_dataset.cpp

244 lines
7.0 KiB
C++

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#include "opencv2/opencv_modules.hpp"
#include "opencv2/core.hpp"
#ifdef HAVE_OPENCV_DATASETS
#include "opencv2/datasets/track_vot.hpp"
#include <opencv2/core/utility.hpp>
#include <opencv2/tracking.hpp>
#include <opencv2/videoio.hpp>
#include <opencv2/highgui.hpp>
#include "samples_utility.hpp"
#include <iostream>
using namespace std;
using namespace cv;
using namespace cv::datasets;
#define NUM_TEST_FRAMES 1000
static Mat image;
static bool paused;
static bool selectObjects = false;
static bool startSelection = false;
vector<Rect2d> boundingBoxes;
int targetsCnt = 0;
int targetsNum = 0;
Rect2d boundingBox;
static const char* keys =
{ "{@tracker_algorithm | | Tracker algorithm }"
"{@target_num |1| Number of targets }"
"{@dataset_path |true| Dataset path }"
"{@dataset_id |1| Dataset ID }"
};
static void onMouse(int event, int x, int y, int, void*)
{
if (!selectObjects)
{
switch (event)
{
case EVENT_LBUTTONDOWN:
//set origin of the bounding box
startSelection = true;
boundingBox.x = x;
boundingBox.y = y;
boundingBox.width = boundingBox.height = 0;
break;
case EVENT_LBUTTONUP:
//sei with and height of the bounding box
boundingBox.width = std::abs(x - boundingBox.x);
boundingBox.height = std::abs(y - boundingBox.y);
boundingBoxes.push_back(boundingBox);
targetsCnt++;
if (targetsCnt == targetsNum)
{
paused = false;
selectObjects = true;
}
startSelection = false;
break;
case EVENT_MOUSEMOVE:
if (startSelection && !selectObjects)
{
//draw the bounding box
Mat currentFrame;
image.copyTo(currentFrame);
for (int i = 0; i < (int)boundingBoxes.size(); i++)
rectangle(currentFrame, boundingBoxes[i], Scalar(255, 0, 0), 2, 1);
rectangle(currentFrame, Point((int)boundingBox.x, (int)boundingBox.y), Point(x, y), Scalar(255, 0, 0), 2, 1);
imshow("Tracking API", currentFrame);
}
break;
}
}
}
static void help()
{
cout << "\nThis example shows the functionality of \"Long-term optical tracking API\""
"TLD dataset ID: 1~10, VOT2015 dataset ID: 1~60\n"
"-- pause video [p] and draw a bounding boxes around the targets to start the tracker\n"
"Example:\n"
"./example_tracking_multiTracker_dataset<tracker_algorithm> <number_of_targets> <dataset_path> <dataset_id>\n"
<< endl;
cout << "\n\nHot keys: \n"
"\tq - quit the program\n"
"\tp - pause video\n";
}
int main(int argc, char *argv[])
{
CommandLineParser parser(argc, argv, keys);
string tracker_algorithm = parser.get<string>(0);
targetsNum = parser.get<int>(1);
string datasetRootPath = parser.get<string>(2);
int datasetID = parser.get<int>(3);
if (tracker_algorithm.empty() || datasetRootPath.empty() || targetsNum < 1)
{
help();
return -1;
}
Mat frame;
paused = false;
namedWindow("Tracking API", 0);
setMouseCallback("Tracking API", onMouse, 0);
MultiTrackerTLD mt;
//Init Dataset
Ptr<TRACK_vot> dataset = TRACK_vot::create();
dataset->load(datasetRootPath);
dataset->initDataset(datasetID);
//Read first frame
dataset->getNextFrame(frame);
frame.copyTo(image);
for (int i = 0; i < (int)boundingBoxes.size(); i++)
rectangle(image, boundingBoxes[i], Scalar(255, 0, 0), 2, 1);
imshow("Tracking API", image);
bool initialized = false;
paused = true;
int frameCounter = 0;
//Time measurment
int64 e3 = getTickCount();
for (;;)
{
if (!paused)
{
//Time measurment
int64 e1 = getTickCount();
if (initialized){
if (!dataset->getNextFrame(frame))
break;
frame.copyTo(image);
}
if (!initialized && selectObjects)
{
//Initialize the tracker and add targets
for (int i = 0; i < (int)boundingBoxes.size(); i++)
{
if (!mt.addTarget(frame, boundingBoxes[i], createTrackerByName(tracker_algorithm)))
{
cout << "Trackers Init Error!!!";
return 0;
}
rectangle(frame, boundingBoxes[i], mt.colors[0], 2, 1);
}
initialized = true;
}
else if (initialized)
{
//Update all targets
if (mt.update(frame))
{
for (int i = 0; i < mt.targetNum; i++)
{
rectangle(frame, mt.boundingBoxes[i], mt.colors[i], 2, 1);
}
}
}
imshow("Tracking API", frame);
frameCounter++;
//Time measurment
int64 e2 = getTickCount();
double t1 = (e2 - e1) / getTickFrequency();
cout << frameCounter << "\tframe : " << t1 * 1000.0 << "ms" << endl;
}
char c = (char)waitKey(2);
if (c == 'q')
break;
if (c == 'p')
paused = !paused;
//waitKey(0);
}
//Time measurment
int64 e4 = getTickCount();
double t2 = (e4 - e3) / getTickFrequency();
cout << "Average Time for Frame: " << t2 * 1000.0 / frameCounter << "ms" << endl;
cout << "Average FPS: " << 1.0 / t2*frameCounter << endl;
waitKey(0);
return 0;
}
#else // ! HAVE_OPENCV_DATASETS
#include <opencv2/core.hpp>
int main() {
CV_Error(cv::Error::StsNotImplemented , "this sample needs to be built with opencv_datasets !");
return -1;
}
#endif // HAVE_OPENCV_DATASETS