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

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//Demo of GOTURN tracker
//In order to use GOTURN tracker, GOTURN architecture goturn.prototxt and goturn.caffemodel are required to exist in root folder.
//There are 2 ways to get caffemodel:
//1 - Train you own GOTURN model using <https://github.com/Auron-X/GOTURN_Training_Toolkit>
//2 - Download pretrained caffemodel from <https://github.com/opencv/opencv_extra>
#include "opencv2/opencv_modules.hpp"
#if defined(HAVE_OPENCV_DNN) && defined(HAVE_OPENCV_DATASETS)
#include "opencv2/datasets/track_alov.hpp"
#include <opencv2/core/utility.hpp>
#include <opencv2/tracking.hpp>
#include <opencv2/videoio.hpp>
#include <opencv2/highgui.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;
Rect2d boundingBox;
static const char* keys =
{ "{@dataset_path || 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);
paused = false;
selectObjects = true;
startSelection = false;
break;
case EVENT_MOUSEMOVE:
if (startSelection && !selectObjects)
{
//draw the bounding box
Mat currentFrame;
image.copyTo(currentFrame);
rectangle(currentFrame, Point((int)boundingBox.x, (int)boundingBox.y), Point(x, y), Scalar(255, 0, 0), 2, 1);
imshow("GOTURN Tracking", currentFrame);
}
break;
}
}
}
static void help()
{
cout << "\nThis example is a simple demo of GOTURN tracking on ALOV300++ dataset"
"ALOV dataset contains videos with ID range: 1~314\n"
"-- pause video [p] and draw a bounding boxes around the targets to start the tracker\n"
"Example:\n"
"./goturnTracker <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 datasetRootPath = parser.get<string>(0);
int datasetID = parser.get<int>(1);
if (datasetRootPath.empty())
{
help();
return -1;
}
Mat frame;
paused = false;
namedWindow("GOTURN Tracking", 0);
setMouseCallback("GOTURN Tracking", onMouse, 0);
//Create GOTURN tracker
Ptr<Tracker> tracker = TrackerGOTURN::create();
//Load and init full ALOV300++ dataset with a given datasetID, as alternative you can use loadAnnotatedOnly(..)
//to load only frames with labelled ground truth ~ every 5-th frame
Ptr<cv::datasets::TRACK_alov> dataset = TRACK_alov::create();
dataset->load(datasetRootPath);
dataset->initDataset(datasetID);
//Read first frame
dataset->getNextFrame(frame);
if (frame.empty())
{
cout << "invalid dataset: " << datasetRootPath << endl;
return -2;
}
frame.copyTo(image);
rectangle(image, boundingBox, Scalar(255, 0, 0), 2, 1);
imshow("GOTURN Tracking", 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
if (!tracker->init(frame, boundingBox))
{
cout << "Tracker Init Error!!!";
return 0;
}
rectangle(frame, boundingBox, Scalar(0, 0, 255), 2, 1);
initialized = true;
}
else if (initialized)
{
//Update all targets
if (tracker->update(frame, boundingBox))
{
rectangle(frame, boundingBox, Scalar(0, 0, 255), 2, 1);
}
}
imshow("GOTURN Tracking", 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;
}
//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_DNN && HAVE_OPENCV_DATASETS
#include <opencv2/core.hpp>
int main() {
CV_Error(cv::Error::StsNotImplemented , "this sample needs to be built with opencv_datasets and opencv_dnn !");
return -1;
}
#endif