ORB-SLAM3/Examples/Monocular/mono_kitti.cc

/**
* This file is part of ORB-SLAM3
*
* Copyright (C) 2017-2021 Carlos Campos, Richard Elvira, Juan J. Gómez Rodríguez, José M.M. Montiel and Juan D. Tardós, University of Zaragoza.
* Copyright (C) 2014-2016 Raúl Mur-Artal, José M.M. Montiel and Juan D. Tardós, University of Zaragoza.
*
* ORB-SLAM3 is free software: you can redistribute it and/or modify it under the terms of the GNU General Public
* License as published by the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* ORB-SLAM3 is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even
* the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License along with ORB-SLAM3.
* If not, see <http://www.gnu.org/licenses/>.
*/

#include<iostream>
#include<algorithm>
#include<fstream>
#include<chrono>
#include<iomanip>

#include<opencv2/core/core.hpp>

#include"System.h"

using namespace std;

void LoadImages(const string &strSequence, vector<string> &vstrImageFilenames,
                vector<double> &vTimestamps);

int main(int argc, char **argv)
{
    if(argc != 4)
    {
        cerr << endl << "Usage: ./mono_kitti path_to_vocabulary path_to_settings path_to_sequence" << endl;
        return 1;
    }

    // Retrieve paths to images
    vector<string> vstrImageFilenames;
    vector<double> vTimestamps;
    LoadImages(string(argv[3]), vstrImageFilenames, vTimestamps);

    int nImages = vstrImageFilenames.size();

    // Create SLAM system. It initializes all system threads and gets ready to process frames.
    ORB_SLAM3::System SLAM(argv[1],argv[2],ORB_SLAM3::System::MONOCULAR,true);
    float imageScale = SLAM.GetImageScale();

    // Vector for tracking time statistics
    vector<float> vTimesTrack;
    vTimesTrack.resize(nImages);

    cout << endl << "-------" << endl;
    cout << "Start processing sequence ..." << endl;
    cout << "Images in the sequence: " << nImages << endl << endl;

    // Main loop
    double t_resize = 0.f;
    double t_track = 0.f;

    cv::Mat im;
    for(int ni=0; ni<nImages; ni++)
    {
        // Read image from file
        im = cv::imread(vstrImageFilenames[ni],cv::IMREAD_UNCHANGED); //,cv::IMREAD_UNCHANGED);
        double tframe = vTimestamps[ni];

        if(im.empty())
        {
            cerr << endl << "Failed to load image at: " << vstrImageFilenames[ni] << endl;
            return 1;
        }

        if(imageScale != 1.f)
        {
#ifdef REGISTER_TIMES
    #ifdef COMPILEDWITHC11
            std::chrono::steady_clock::time_point t_Start_Resize = std::chrono::steady_clock::now();
    #else
            std::chrono::monotonic_clock::time_point t_Start_Resize = std::chrono::monotonic_clock::now();
    #endif
#endif
            int width = im.cols * imageScale;
            int height = im.rows * imageScale;
            cv::resize(im, im, cv::Size(width, height));
#ifdef REGISTER_TIMES
    #ifdef COMPILEDWITHC11
            std::chrono::steady_clock::time_point t_End_Resize = std::chrono::steady_clock::now();
    #else
            std::chrono::monotonic_clock::time_point t_End_Resize = std::chrono::monotonic_clock::now();
    #endif
            t_resize = std::chrono::duration_cast<std::chrono::duration<double,std::milli> >(t_End_Resize - t_Start_Resize).count();
            SLAM.InsertResizeTime(t_resize);
#endif
        }

#ifdef COMPILEDWITHC11
        std::chrono::steady_clock::time_point t1 = std::chrono::steady_clock::now();
#else
        std::chrono::monotonic_clock::time_point t1 = std::chrono::monotonic_clock::now();
#endif

        // Pass the image to the SLAM system
        SLAM.TrackMonocular(im,tframe,vector<ORB_SLAM3::IMU::Point>(), vstrImageFilenames[ni]);

#ifdef COMPILEDWITHC11
        std::chrono::steady_clock::time_point t2 = std::chrono::steady_clock::now();
#else
        std::chrono::monotonic_clock::time_point t2 = std::chrono::monotonic_clock::now();
#endif

#ifdef REGISTER_TIMES
            t_track = t_resize + std::chrono::duration_cast<std::chrono::duration<double,std::milli> >(t2 - t1).count();
            SLAM.InsertTrackTime(t_track);
#endif

        double ttrack= std::chrono::duration_cast<std::chrono::duration<double> >(t2 - t1).count();

        vTimesTrack[ni]=ttrack;

        // Wait to load the next frame
        double T=0;
        if(ni<nImages-1)
            T = vTimestamps[ni+1]-tframe;
        else if(ni>0)
            T = tframe-vTimestamps[ni-1];

        if(ttrack<T)
            usleep((T-ttrack)*1e6);
    }

    // Stop all threads
    SLAM.Shutdown();

    // Tracking time statistics
    sort(vTimesTrack.begin(),vTimesTrack.end());
    float totaltime = 0;
    for(int ni=0; ni<nImages; ni++)
    {
        totaltime+=vTimesTrack[ni];
    }
    cout << "-------" << endl << endl;
    cout << "median tracking time: " << vTimesTrack[nImages/2] << endl;
    cout << "mean tracking time: " << totaltime/nImages << endl;

    // Save camera trajectory
    SLAM.SaveKeyFrameTrajectoryTUM("KeyFrameTrajectory.txt");    

    return 0;
}

void LoadImages(const string &strPathToSequence, vector<string> &vstrImageFilenames, vector<double> &vTimestamps)
{
    ifstream fTimes;
    string strPathTimeFile = strPathToSequence + "/times.txt";
    fTimes.open(strPathTimeFile.c_str());
    while(!fTimes.eof())
    {
        string s;
        getline(fTimes,s);
        if(!s.empty())
        {
            stringstream ss;
            ss << s;
            double t;
            ss >> t;
            vTimestamps.push_back(t);
        }
    }

    string strPrefixLeft = strPathToSequence + "/image_0/";

    const int nTimes = vTimestamps.size();
    vstrImageFilenames.resize(nTimes);

    for(int i=0; i<nTimes; i++)
    {
        stringstream ss;
        ss << setfill('0') << setw(6) << i;
        vstrImageFilenames[i] = strPrefixLeft + ss.str() + ".png";
    }
}