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main.cpp
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main.cpp
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#include "CMT.h"
#include "gui.h"
#include <opencv2/highgui/highgui.hpp>
#include <opencv2/imgproc/imgproc.hpp>
#include <iostream>
#include <fstream>
#include <sstream>
#include <cstdio>
#ifdef __GNUC__
#include <getopt.h>
#else
#include "getopt/getopt.h"
#endif
using cmt::CMT;
using cv::imread;
using cv::namedWindow;
using cv::Scalar;
using cv::VideoCapture;
using cv::waitKey;
using std::cerr;
using std::istream;
using std::ifstream;
using std::stringstream;
using std::ofstream;
using std::cout;
using std::min_element;
using std::max_element;
using std::endl;
using ::atof;
static string WIN_NAME = "CMT";
static string OUT_FILE_COL_HEADERS =
"Frame,Timestamp (ms),Active points,"\
"Bounding box centre X (px),Bounding box centre Y (px),"\
"Bounding box width (px),Bounding box height (px),"\
"Bounding box rotation (degrees),"\
"Bounding box vertex 1 X (px),Bounding box vertex 1 Y (px),"\
"Bounding box vertex 2 X (px),Bounding box vertex 2 Y (px),"\
"Bounding box vertex 3 X (px),Bounding box vertex 3 Y (px),"\
"Bounding box vertex 4 X (px),Bounding box vertex 4 Y (px)";
vector<float> getNextLineAndSplitIntoFloats(istream& str)
{
vector<float> result;
string line;
getline(str,line);
stringstream lineStream(line);
string cell;
while(getline(lineStream,cell,','))
{
result.push_back(atof(cell.c_str()));
}
return result;
}
int display(Mat im, CMT & cmt)
{
//Visualize the output
//It is ok to draw on im itself, as CMT only uses the grayscale image
for(size_t i = 0; i < cmt.points_active.size(); i++)
{
circle(im, cmt.points_active[i], 2, Scalar(255,0,0));
}
Point2f vertices[4];
cmt.bb_rot.points(vertices);
for (int i = 0; i < 4; i++)
{
line(im, vertices[i], vertices[(i+1)%4], Scalar(255,0,0));
}
imshow(WIN_NAME, im);
return waitKey(5);
}
string write_rotated_rect(RotatedRect rect)
{
Point2f verts[4];
rect.points(verts);
stringstream coords;
coords << rect.center.x << "," << rect.center.y << ",";
coords << rect.size.width << "," << rect.size.height << ",";
coords << rect.angle << ",";
for (int i = 0; i < 4; i++)
{
coords << verts[i].x << "," << verts[i].y;
if (i != 3) coords << ",";
}
return coords.str();
}
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();
}
//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;
}