int main(int argc, char **argv){
/**
* int : lifetime of tracker (number of frames)
* Point : initial position of the CMT
**/
vector< tuple<CMT*,int, Point> > cmt_list;
CMT* cmt;
CascadeClassifier logo_cascade;
String logo_cascade_name;
VideoCapture capture;
Mat frame;
const int nb_frame_threshold = 10;
if(argc < 2) {
usage(argv[0]);
return 0;
}
namedWindow(window_name);
FILELog::ReportingLevel() = logINFO;
DetectAndDisplay d(window_name);
logo_cascade_name = argv[1];
//-- 1. Load the cascades
if( !logo_cascade.load( logo_cascade_name ) ){ printf("--(!)Error loading face cascade\n"); return -1; };
//-- Get video
capture.open( -1 );
if ( ! capture.isOpened() ) { printf("--(!)Error opening video capture\n"); return -1; }
// capture.set(CV_CAP_PROP_FRAME_WIDTH, 640);
// capture.set(CV_CAP_PROP_FRAME_HEIGHT, 320);
//process images
while(capture.read(frame)) {
if( frame.empty() ){
printf(" --(!) No captured frame -- Break!");
break;
}
frame.copyTo(frame);
Mat im_gray;
if (frame.channels() > 1) {
cvtColor(frame, im_gray, CV_BGR2GRAY);
} else {
im_gray = frame;
}
vector<Rect> logos;
//-- 3. Apply the classifier to the frame
d.detectAndMark(frame, logo_cascade, logos);
//detect and track new objects
for(uint i= 0; i<logos.size(); i++){
Point2f a(logos[i].x,logos[i].y);
bool match = true;
for(uint j = 0; j < cmt_list.size(); j++){
Point2f b(std::get<0>(cmt_list[j])->bb_rot.center);
double res = cv::norm(cv::Mat(a),cv::Mat(b));
double sizee = sqrt(logos[i].width*logos[i].width + logos[i].height*logos[i].height);
if(res < sizee){
std::get<1>(cmt_list[j]) = nb_frame_threshold;
match = false;
break;
}
}
if(match || cmt_list.size() == 0) {
cmt = new CMT();
cmt->initialize(im_gray, logos[i]);
cmt_list.push_back(tuple<CMT*,int, Point>(cmt,nb_frame_threshold,cmt->bb_rot.center));
}
}
//dont track an object that has not been detected for a long time
for(uint i = 0; i<cmt_list.size(); i++){
Point2f b(std::get<0>(cmt_list[i])->bb_rot.center);
for(uint j = 0; j<logos.size(); j++) {
Point2f a(logos[j].x,logos[j].y);
RotatedRect r = std::get<0>(cmt_list[i])->bb_rot;
double res = cv::norm(cv::Mat(a),cv::Mat(b));
double sizee = sqrt(r.size.width * r.size.width + r.size.height * r.size.height);
if(res<sizee){
std::get<1>(cmt_list[i])++;
break;
}
}
std::get<1>(cmt_list[i])--;
if(std::get<1>(cmt_list[i]) <= 0) {
cmt_list.erase(cmt_list.begin()+i);
if(i>0)
--i;
}
for(uint j = 0; j < cmt_list.size() && j!=i; j++){
Point2f a(std::get<0>(cmt_list[j])->bb_rot.center);
RotatedRect r = std::get<0>(cmt_list[j])->bb_rot;
double res = cv::norm(cv::Mat(a),cv::Mat(b));
double sizee = sqrt(r.size.width * r.size.width + r.size.height * r.size.height);
if(res<sizee){
cmt_list.erase(cmt_list.begin()+j);
break;
}
}
}
d.displayObject(logos, frame);
for(uint i = 0; i<cmt_list.size(); i++) {
std::get<0>(cmt_list[i])->processFrame(im_gray);
char key = display(frame, *(std::get<0>(cmt_list[i])));
if(key == 'q') break;
}
process(frame);
vector<Point> initials;
vector<Point> currents;
for(uint i = 0; i < cmt_list.size(); i++) {
initials.push_back(std::get<2>(cmt_list[i]));
currents.push_back(std::get<0>(cmt_list[i])->bb_rot.center);
}
for(uint i = 0; i < counters.size(); i++) {
counters[i].setInitials(initials);
counters[i].setCurrents(currents);
}
for(uint i = 0; i < counters.size(); i++) {
tuple<int,int,int, vector<Point> > tmp = counters[i].getSituation();
putText(frame, to_string(std::get<0>(tmp)) + to_string(std::get<1>(tmp)) + to_string(std::get<2>(tmp)), Point(5,15*i+15), CV_FONT_HERSHEY_SIMPLEX, 0.5, Scalar(255,255,0));
imshow(window_name, frame);
}
waitKey(0);
}
return EXIT_SUCCESS;
}
int main(int argc, char **argv)
{
CMT cmt;
Rect rect;
FILELog::ReportingLevel() = logINFO; // = logDEBUG;
Output2FILE::Stream() = stdout; //Log to stdout
// openCV window
namedWindow(WIN_NAME);
// libuvc variables
uvc_context *ctx = NULL;
uvc_device_t *dev = NULL;
uvc_device_handle_t *handle = NULL;
uvc_stream_ctrl_t ctrl;
uvc_error_t res;
// create a UVC context
res = uvc_init(&ctx, NULL);
uvc_error(res, "init");
// search for the Intel camera specifically
res = uvc_find_device(ctx, &dev, 0x8086, 0x0a66, NULL);
uvc_error(res, "find_device");
// open the camera device
res = uvc_open(dev, &handle);
uvc_error(res, "open2");
//uvc_print_diag(handle, stderr);
// configure the stream format to use
res = uvc_get_stream_ctrl_format_size(handle, &ctrl, UVC_FRAME_FORMAT_YUYV, W, H, FPS);
uvc_perror(res, "get_stream");
//uvc_print_stream_ctrl(&ctrl, stderr);
// OpenCV matrix for storing the captured image data, CV_8UC3
// means 8-bit Unsigned Char, 3 channels per pixel.
Mat im;
im.create( H, W, CV_8UC3);
image_data = malloc(W*H*3);
// start streaming data from the camera
printf("Start streaming...\n");
res = uvc_start_streaming(handle, &ctrl, uvc_callback, (void*)&cmt, 0);
uvc_error(res, "start_streaming");
// wait until the first frame has arrived so it can be used for previewing
printf("Waiting for first frame...\n");
while(!got_first_frame)
usleep(10000);
// grab the data for the captured frame
memcpy(im.data, image_data, W*H*3);
// display it in OpenCV and select a region to track
rect = getRect(im, WIN_NAME);
printf("Bounding box: %d,%d+%dx%d\n", rect.x, rect.y, rect.width, rect.height);
// convert to suitable format for CMT if needed
Mat im0_gray;
if (im.channels() > 1)
cvtColor(im, im0_gray, CV_BGR2GRAY);
else
im0_gray = im;
cmt.initialize(im0_gray, rect);
printf("Main loop starting\n");
int frame = 0;
while (true)
{
frame++;
// grab the data for the captured frame
memcpy(im.data, image_data, W*H*3);
Mat im_gray;
if (im.channels() > 1)
cvtColor(im, im_gray, CV_BGR2GRAY);
else
im_gray = im;
cmt.processFrame(im_gray);
printf("#%d, active: %lu\n", frame, cmt.points_active.size());
char key = display(im, cmt);
if(key == 'q')
break;
}
uvc_stop_streaming(handle);
free(image_data);
uvc_close(handle);
uvc_unref_device(dev);
uvc_exit(ctx);
return 0;
}
int main(int argc, char **argv)
{
//Create a CMT object
CMT cmt;
//Initialization bounding box
Rect rect;
//Parse args
int challenge_flag = 0;
int loop_flag = 0;
int verbose_flag = 0;
int bbox_flag = 0;
int skip_frames = 0;
int skip_msecs = 0;
int output_flag = 0;
string input_path;
string output_path;
const int detector_cmd = 1000;
const int descriptor_cmd = 1001;
const int bbox_cmd = 1002;
const int no_scale_cmd = 1003;
const int with_rotation_cmd = 1004;
const int skip_cmd = 1005;
const int skip_msecs_cmd = 1006;
const int output_file_cmd = 1007;
struct option longopts[] =
{
//No-argument options
{"challenge", no_argument, &challenge_flag, 1},
{"loop", no_argument, &loop_flag, 1},
{"verbose", no_argument, &verbose_flag, 1},
{"no-scale", no_argument, 0, no_scale_cmd},
{"with-rotation", no_argument, 0, with_rotation_cmd},
//Argument options
{"bbox", required_argument, 0, bbox_cmd},
{"detector", required_argument, 0, detector_cmd},
{"descriptor", required_argument, 0, descriptor_cmd},
{"output-file", required_argument, 0, output_file_cmd},
{"skip", required_argument, 0, skip_cmd},
{"skip-msecs", required_argument, 0, skip_msecs_cmd},
{0, 0, 0, 0}
};
int index = 0;
int c;
while((c = getopt_long(argc, argv, "v", longopts, &index)) != -1)
{
switch (c)
{
case 'v':
verbose_flag = true;
break;
case bbox_cmd:
{
//TODO: The following also accepts strings of the form %f,%f,%f,%fxyz...
string bbox_format = "%f,%f,%f,%f";
float x,y,w,h;
int ret = sscanf(optarg, bbox_format.c_str(), &x, &y, &w, &h);
if (ret != 4)
{
cerr << "bounding box must be given in format " << bbox_format << endl;
return 1;
}
bbox_flag = 1;
rect = Rect(x,y,w,h);
}
break;
case detector_cmd:
cmt.str_detector = optarg;
break;
case descriptor_cmd:
cmt.str_descriptor = optarg;
break;
case output_file_cmd:
output_path = optarg;
output_flag = 1;
break;
case skip_cmd:
{
int ret = sscanf(optarg, "%d", &skip_frames);
if (ret != 1)
{
skip_frames = 0;
}
}
break;
case skip_msecs_cmd:
{
int ret = sscanf(optarg, "%d", &skip_msecs);
if (ret != 1)
{
skip_msecs = 0;
}
}
break;
case no_scale_cmd:
cmt.consensus.estimate_scale = false;
break;
case with_rotation_cmd:
cmt.consensus.estimate_rotation = true;
break;
case '?':
return 1;
}
}
// Can only skip frames or milliseconds, not both.
if (skip_frames > 0 && skip_msecs > 0)
{
cerr << "You can only skip frames, or milliseconds, not both." << endl;
return 1;
}
//One argument remains
if (optind == argc - 1)
{
input_path = argv[optind];
}
else if (optind < argc - 1)
{
cerr << "Only one argument is allowed." << endl;
return 1;
}
//Set up logging
FILELog::ReportingLevel() = verbose_flag ? logDEBUG : logINFO;
Output2FILE::Stream() = stdout; //Log to stdout
//Challenge mode
if (challenge_flag)
{
//Read list of images
ifstream im_file("images.txt");
vector<string> files;
string line;
while(getline(im_file, line ))
{
files.push_back(line);
}
//Read region
ifstream region_file("region.txt");
vector<float> coords = getNextLineAndSplitIntoFloats(region_file);
if (coords.size() == 4) {
rect = Rect(coords[0], coords[1], coords[2], coords[3]);
}
else if (coords.size() == 8)
{
//Split into x and y coordinates
vector<float> xcoords;
vector<float> ycoords;
for (size_t i = 0; i < coords.size(); i++)
{
if (i % 2 == 0) xcoords.push_back(coords[i]);
else ycoords.push_back(coords[i]);
}
float xmin = *min_element(xcoords.begin(), xcoords.end());
float xmax = *max_element(xcoords.begin(), xcoords.end());
float ymin = *min_element(ycoords.begin(), ycoords.end());
float ymax = *max_element(ycoords.begin(), ycoords.end());
rect = Rect(xmin, ymin, xmax-xmin, ymax-ymin);
cout << "Found bounding box" << xmin << " " << ymin << " " << xmax-xmin << " " << ymax-ymin << endl;
}
else {
cerr << "Invalid Bounding box format" << endl;
return 0;
}
//Read first image
Mat im0 = imread(files[0]);
Mat im0_gray;
cvtColor(im0, im0_gray, CV_BGR2GRAY);
//Initialize cmt
cmt.initialize(im0_gray, rect);
//Write init region to output file
ofstream output_file("output.txt");
output_file << rect.x << ',' << rect.y << ',' << rect.width << ',' << rect.height << std::endl;
//Process images, write output to file
for (size_t i = 1; i < files.size(); i++)
{
FILE_LOG(logINFO) << "Processing frame " << i << "/" << files.size();
Mat im = imread(files[i]);
Mat im_gray;
cvtColor(im, im_gray, CV_BGR2GRAY);
cmt.processFrame(im_gray);
if (verbose_flag)
{
display(im, cmt);
}
rect = cmt.bb_rot.boundingRect();
output_file << rect.x << ',' << rect.y << ',' << rect.width << ',' << rect.height << std::endl;
}
output_file.close();
return 0;
}
//Normal mode
//Create window
namedWindow(WIN_NAME);
VideoCapture cap;
bool show_preview = true;
//If no input was specified
if (input_path.length() == 0)
{
cap.open(0); //Open default camera device
}
//Else open the video specified by input_path
else
{
cap.open(input_path);
if (skip_frames > 0)
{
cap.set(CV_CAP_PROP_POS_FRAMES, skip_frames);
}
if (skip_msecs > 0)
{
cap.set(CV_CAP_PROP_POS_MSEC, skip_msecs);
// Now which frame are we on?
skip_frames = (int) cap.get(CV_CAP_PROP_POS_FRAMES);
}
show_preview = false;
}
//If it doesn't work, stop
if(!cap.isOpened())
{
cerr << "Unable to open video capture." << endl;
return -1;
}
//Show preview until key is pressed
while (show_preview)
{
Mat preview;
cap >> preview;
screenLog(preview, "Press a key to start selecting an object.");
imshow(WIN_NAME, preview);
char k = waitKey(10);
if (k != -1) {
show_preview = false;
}
}
//Get initial image
Mat im0;
cap >> im0;
//If no bounding was specified, get it from user
if (!bbox_flag)
{
rect = getRect(im0, WIN_NAME);
}
FILE_LOG(logINFO) << "Using " << rect.x << "," << rect.y << "," << rect.width << "," << rect.height
<< " as initial bounding box.";
//Convert im0 to grayscale
Mat im0_gray;
if (im0.channels() > 1) {
cvtColor(im0, im0_gray, CV_BGR2GRAY);
} else {
im0_gray = im0;
}
//Initialize CMT
cmt.initialize(im0_gray, rect);
int frame = skip_frames;
//Open output file.
ofstream output_file;
if (output_flag)
{
int msecs = (int) cap.get(CV_CAP_PROP_POS_MSEC);
output_file.open(output_path.c_str());
output_file << OUT_FILE_COL_HEADERS << endl;
output_file << frame << "," << msecs << ",";
output_file << cmt.points_active.size() << ",";
output_file << write_rotated_rect(cmt.bb_rot) << endl;
}
//Main loop
while (true)
{
frame++;
Mat im;
//If loop flag is set, reuse initial image (for debugging purposes)
if (loop_flag) im0.copyTo(im);
else cap >> im; //Else use next image in stream
if (im.empty()) break; //Exit at end of video stream
Mat im_gray;
if (im.channels() > 1) {
cvtColor(im, im_gray, CV_BGR2GRAY);
} else {
im_gray = im;
}
//Let CMT process the frame
cmt.processFrame(im_gray);
//Output.
if (output_flag)
{
int msecs = (int) cap.get(CV_CAP_PROP_POS_MSEC);
output_file << frame << "," << msecs << ",";
output_file << cmt.points_active.size() << ",";
output_file << write_rotated_rect(cmt.bb_rot) << endl;
}
else
{
//TODO: Provide meaningful output
FILE_LOG(logINFO) << "#" << frame << " active: " << cmt.points_active.size();
FILE_LOG(logINFO) << "confidence: " << cmt.confidence;
}
//Display image and then quit if requested.
char key = display(im, cmt);
if(key == 'q') break;
}
//Close output file.
if (output_flag) output_file.close();
return 0;
}