calibrate_camera_charuco.cpp 13.6 KB
Newer Older
S. Garrido's avatar
S. Garrido committed
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50
/*
By downloading, copying, installing or using the software you agree to this
license. If you do not agree to this license, do not download, install,
copy or use the software.

                          License Agreement
               For Open Source Computer Vision Library
                       (3-clause BSD License)

Copyright (C) 2013, OpenCV Foundation, all rights reserved.
Third party copyrights are property of their respective owners.

Redistribution and use in source and binary forms, with or without modification,
are permitted provided that the following conditions are met:

  * Redistributions of source code must retain the above copyright notice,
    this list of conditions and the following disclaimer.

  * Redistributions in binary form must reproduce the above copyright notice,
    this list of conditions and the following disclaimer in the documentation
    and/or other materials provided with the distribution.

  * Neither the names of the copyright holders nor the names of the contributors
    may be used to endorse or promote products derived from this software
    without specific prior written permission.

This software is provided by the copyright holders and contributors "as is" and
any express or implied warranties, including, but not limited to, the implied
warranties of merchantability and fitness for a particular purpose are
disclaimed. In no event shall copyright holders or contributors be liable for
any direct, indirect, incidental, special, exemplary, or consequential damages
(including, but not limited to, procurement of substitute goods or services;
loss of use, data, or profits; or business interruption) however caused
and on any theory of liability, whether in contract, strict liability,
or tort (including negligence or otherwise) arising in any way out of
the use of this software, even if advised of the possibility of such damage.
*/


#include <opencv2/highgui.hpp>
#include <opencv2/calib3d.hpp>
#include <opencv2/aruco/charuco.hpp>
#include <opencv2/imgproc.hpp>
#include <vector>
#include <iostream>
#include <ctime>

using namespace std;
using namespace cv;

51 52 53 54 55 56 57 58 59
namespace {
const char* about =
        "Calibration using a ChArUco board\n"
        "  To capture a frame for calibration, press 'c',\n"
        "  If input comes from video, press any key for next frame\n"
        "  To finish capturing, press 'ESC' key and calibration starts.\n";
const char* keys  =
        "{w        |       | Number of squares in X direction }"
        "{h        |       | Number of squares in Y direction }"
60 61
        "{sl       |       | Square side length (in meters) }"
        "{ml       |       | Marker side length (in meters) }"
62 63 64 65 66 67 68 69 70 71 72 73 74
        "{d        |       | dictionary: DICT_4X4_50=0, DICT_4X4_100=1, DICT_4X4_250=2,"
        "DICT_4X4_1000=3, DICT_5X5_50=4, DICT_5X5_100=5, DICT_5X5_250=6, DICT_5X5_1000=7, "
        "DICT_6X6_50=8, DICT_6X6_100=9, DICT_6X6_250=10, DICT_6X6_1000=11, DICT_7X7_50=12,"
        "DICT_7X7_100=13, DICT_7X7_250=14, DICT_7X7_1000=15, DICT_ARUCO_ORIGINAL = 16}"
        "{@outfile |<none> | Output file with calibrated camera parameters }"
        "{v        |       | Input from video file, if ommited, input comes from camera }"
        "{ci       | 0     | Camera id if input doesnt come from video (-v) }"
        "{dp       |       | File of marker detector parameters }"
        "{rs       | false | Apply refind strategy }"
        "{zt       | false | Assume zero tangential distortion }"
        "{a        |       | Fix aspect ratio (fx/fy) to this value }"
        "{pc       | false | Fix the principal point at the center }"
        "{sc       | false | Show detected chessboard corners after calibration }";
S. Garrido's avatar
S. Garrido committed
75 76 77 78
}

/**
 */
79
static bool readDetectorParameters(string filename, Ptr<aruco::DetectorParameters> &params) {
S. Garrido's avatar
S. Garrido committed
80 81 82
    FileStorage fs(filename, FileStorage::READ);
    if(!fs.isOpened())
        return false;
83 84 85 86 87 88 89 90 91 92
    fs["adaptiveThreshWinSizeMin"] >> params->adaptiveThreshWinSizeMin;
    fs["adaptiveThreshWinSizeMax"] >> params->adaptiveThreshWinSizeMax;
    fs["adaptiveThreshWinSizeStep"] >> params->adaptiveThreshWinSizeStep;
    fs["adaptiveThreshConstant"] >> params->adaptiveThreshConstant;
    fs["minMarkerPerimeterRate"] >> params->minMarkerPerimeterRate;
    fs["maxMarkerPerimeterRate"] >> params->maxMarkerPerimeterRate;
    fs["polygonalApproxAccuracyRate"] >> params->polygonalApproxAccuracyRate;
    fs["minCornerDistanceRate"] >> params->minCornerDistanceRate;
    fs["minDistanceToBorder"] >> params->minDistanceToBorder;
    fs["minMarkerDistanceRate"] >> params->minMarkerDistanceRate;
93
    fs["cornerRefinementMethod"] >> params->cornerRefinementMethod;
94 95 96 97 98 99 100 101 102
    fs["cornerRefinementWinSize"] >> params->cornerRefinementWinSize;
    fs["cornerRefinementMaxIterations"] >> params->cornerRefinementMaxIterations;
    fs["cornerRefinementMinAccuracy"] >> params->cornerRefinementMinAccuracy;
    fs["markerBorderBits"] >> params->markerBorderBits;
    fs["perspectiveRemovePixelPerCell"] >> params->perspectiveRemovePixelPerCell;
    fs["perspectiveRemoveIgnoredMarginPerCell"] >> params->perspectiveRemoveIgnoredMarginPerCell;
    fs["maxErroneousBitsInBorderRate"] >> params->maxErroneousBitsInBorderRate;
    fs["minOtsuStdDev"] >> params->minOtsuStdDev;
    fs["errorCorrectionRate"] >> params->errorCorrectionRate;
S. Garrido's avatar
S. Garrido committed
103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151
    return true;
}



/**
 */
static bool saveCameraParams(const string &filename, Size imageSize, float aspectRatio, int flags,
                             const Mat &cameraMatrix, const Mat &distCoeffs, double totalAvgErr) {
    FileStorage fs(filename, FileStorage::WRITE);
    if(!fs.isOpened())
        return false;

    time_t tt;
    time(&tt);
    struct tm *t2 = localtime(&tt);
    char buf[1024];
    strftime(buf, sizeof(buf) - 1, "%c", t2);

    fs << "calibration_time" << buf;

    fs << "image_width" << imageSize.width;
    fs << "image_height" << imageSize.height;

    if(flags & CALIB_FIX_ASPECT_RATIO) fs << "aspectRatio" << aspectRatio;

    if(flags != 0) {
        sprintf(buf, "flags: %s%s%s%s",
                flags & CALIB_USE_INTRINSIC_GUESS ? "+use_intrinsic_guess" : "",
                flags & CALIB_FIX_ASPECT_RATIO ? "+fix_aspectRatio" : "",
                flags & CALIB_FIX_PRINCIPAL_POINT ? "+fix_principal_point" : "",
                flags & CALIB_ZERO_TANGENT_DIST ? "+zero_tangent_dist" : "");
    }

    fs << "flags" << flags;

    fs << "camera_matrix" << cameraMatrix;
    fs << "distortion_coefficients" << distCoeffs;

    fs << "avg_reprojection_error" << totalAvgErr;

    return true;
}



/**
 */
int main(int argc, char *argv[]) {
152 153
    CommandLineParser parser(argc, argv, keys);
    parser.about(about);
S. Garrido's avatar
S. Garrido committed
154

155 156
    if(argc < 7) {
        parser.printMessage();
S. Garrido's avatar
S. Garrido committed
157 158 159
        return 0;
    }

160 161 162 163 164 165
    int squaresX = parser.get<int>("w");
    int squaresY = parser.get<int>("h");
    float squareLength = parser.get<float>("sl");
    float markerLength = parser.get<float>("ml");
    int dictionaryId = parser.get<int>("d");
    string outputFile = parser.get<string>(0);
S. Garrido's avatar
S. Garrido committed
166

167
    bool showChessboardCorners = parser.get<bool>("sc");
S. Garrido's avatar
S. Garrido committed
168 169 170

    int calibrationFlags = 0;
    float aspectRatio = 1;
171
    if(parser.has("a")) {
S. Garrido's avatar
S. Garrido committed
172
        calibrationFlags |= CALIB_FIX_ASPECT_RATIO;
173
        aspectRatio = parser.get<float>("a");
S. Garrido's avatar
S. Garrido committed
174
    }
175 176
    if(parser.get<bool>("zt")) calibrationFlags |= CALIB_ZERO_TANGENT_DIST;
    if(parser.get<bool>("pc")) calibrationFlags |= CALIB_FIX_PRINCIPAL_POINT;
S. Garrido's avatar
S. Garrido committed
177

178
    Ptr<aruco::DetectorParameters> detectorParams = aruco::DetectorParameters::create();
179 180
    if(parser.has("dp")) {
        bool readOk = readDetectorParameters(parser.get<string>("dp"), detectorParams);
S. Garrido's avatar
S. Garrido committed
181 182 183 184 185 186
        if(!readOk) {
            cerr << "Invalid detector parameters file" << endl;
            return 0;
        }
    }

187 188 189 190 191 192 193 194 195 196 197 198
    bool refindStrategy = parser.get<bool>("rs");
    int camId = parser.get<int>("ci");
    String video;

    if(parser.has("v")) {
        video = parser.get<String>("v");
    }

    if(!parser.check()) {
        parser.printErrors();
        return 0;
    }
S. Garrido's avatar
S. Garrido committed
199 200 201

    VideoCapture inputVideo;
    int waitTime;
202 203
    if(!video.empty()) {
        inputVideo.open(video);
S. Garrido's avatar
S. Garrido committed
204 205 206 207 208 209
        waitTime = 0;
    } else {
        inputVideo.open(camId);
        waitTime = 10;
    }

210
    Ptr<aruco::Dictionary> dictionary =
211 212
        aruco::getPredefinedDictionary(aruco::PREDEFINED_DICTIONARY_NAME(dictionaryId));

S. Garrido's avatar
S. Garrido committed
213
    // create charuco board object
214 215 216
    Ptr<aruco::CharucoBoard> charucoboard =
            aruco::CharucoBoard::create(squaresX, squaresY, squareLength, markerLength, dictionary);
    Ptr<aruco::Board> board = charucoboard.staticCast<aruco::Board>();
S. Garrido's avatar
S. Garrido committed
217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239

    // collect data from each frame
    vector< vector< vector< Point2f > > > allCorners;
    vector< vector< int > > allIds;
    vector< Mat > allImgs;
    Size imgSize;

    while(inputVideo.grab()) {
        Mat image, imageCopy;
        inputVideo.retrieve(image);

        vector< int > ids;
        vector< vector< Point2f > > corners, rejected;

        // detect markers
        aruco::detectMarkers(image, dictionary, corners, ids, detectorParams, rejected);

        // refind strategy to detect more markers
        if(refindStrategy) aruco::refineDetectedMarkers(image, board, corners, ids, rejected);

        // interpolate charuco corners
        Mat currentCharucoCorners, currentCharucoIds;
        if(ids.size() > 0)
240
            aruco::interpolateCornersCharuco(corners, ids, image, charucoboard, currentCharucoCorners,
S. Garrido's avatar
S. Garrido committed
241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308
                                             currentCharucoIds);

        // draw results
        image.copyTo(imageCopy);
        if(ids.size() > 0) aruco::drawDetectedMarkers(imageCopy, corners);

        if(currentCharucoCorners.total() > 0)
            aruco::drawDetectedCornersCharuco(imageCopy, currentCharucoCorners, currentCharucoIds);

        putText(imageCopy, "Press 'c' to add current frame. 'ESC' to finish and calibrate",
                Point(10, 20), FONT_HERSHEY_SIMPLEX, 0.5, Scalar(255, 0, 0), 2);

        imshow("out", imageCopy);
        char key = (char)waitKey(waitTime);
        if(key == 27) break;
        if(key == 'c' && ids.size() > 0) {
            cout << "Frame captured" << endl;
            allCorners.push_back(corners);
            allIds.push_back(ids);
            allImgs.push_back(image);
            imgSize = image.size();
        }
    }

    if(allIds.size() < 1) {
        cerr << "Not enough captures for calibration" << endl;
        return 0;
    }

    Mat cameraMatrix, distCoeffs;
    vector< Mat > rvecs, tvecs;
    double repError;

    if(calibrationFlags & CALIB_FIX_ASPECT_RATIO) {
        cameraMatrix = Mat::eye(3, 3, CV_64F);
        cameraMatrix.at< double >(0, 0) = aspectRatio;
    }

    // prepare data for calibration
    vector< vector< Point2f > > allCornersConcatenated;
    vector< int > allIdsConcatenated;
    vector< int > markerCounterPerFrame;
    markerCounterPerFrame.reserve(allCorners.size());
    for(unsigned int i = 0; i < allCorners.size(); i++) {
        markerCounterPerFrame.push_back((int)allCorners[i].size());
        for(unsigned int j = 0; j < allCorners[i].size(); j++) {
            allCornersConcatenated.push_back(allCorners[i][j]);
            allIdsConcatenated.push_back(allIds[i][j]);
        }
    }

    // calibrate camera using aruco markers
    double arucoRepErr;
    arucoRepErr = aruco::calibrateCameraAruco(allCornersConcatenated, allIdsConcatenated,
                                              markerCounterPerFrame, board, imgSize, cameraMatrix,
                                              distCoeffs, noArray(), noArray(), calibrationFlags);

    // prepare data for charuco calibration
    int nFrames = (int)allCorners.size();
    vector< Mat > allCharucoCorners;
    vector< Mat > allCharucoIds;
    vector< Mat > filteredImages;
    allCharucoCorners.reserve(nFrames);
    allCharucoIds.reserve(nFrames);

    for(int i = 0; i < nFrames; i++) {
        // interpolate using camera parameters
        Mat currentCharucoCorners, currentCharucoIds;
309
        aruco::interpolateCornersCharuco(allCorners[i], allIds[i], allImgs[i], charucoboard,
S. Garrido's avatar
S. Garrido committed
310 311 312 313 314 315 316 317 318 319 320 321 322 323 324
                                         currentCharucoCorners, currentCharucoIds, cameraMatrix,
                                         distCoeffs);

        allCharucoCorners.push_back(currentCharucoCorners);
        allCharucoIds.push_back(currentCharucoIds);
        filteredImages.push_back(allImgs[i]);
    }

    if(allCharucoCorners.size() < 4) {
        cerr << "Not enough corners for calibration" << endl;
        return 0;
    }

    // calibrate camera using charuco
    repError =
325
        aruco::calibrateCameraCharuco(allCharucoCorners, allCharucoIds, charucoboard, imgSize,
S. Garrido's avatar
S. Garrido committed
326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358
                                      cameraMatrix, distCoeffs, rvecs, tvecs, calibrationFlags);

    bool saveOk =  saveCameraParams(outputFile, imgSize, aspectRatio, calibrationFlags,
                                    cameraMatrix, distCoeffs, repError);
    if(!saveOk) {
        cerr << "Cannot save output file" << endl;
        return 0;
    }

    cout << "Rep Error: " << repError << endl;
    cout << "Rep Error Aruco: " << arucoRepErr << endl;
    cout << "Calibration saved to " << outputFile << endl;

    // show interpolated charuco corners for debugging
    if(showChessboardCorners) {
        for(unsigned int frame = 0; frame < filteredImages.size(); frame++) {
            Mat imageCopy = filteredImages[frame].clone();
            if(allIds[frame].size() > 0) {

                if(allCharucoCorners[frame].total() > 0) {
                    aruco::drawDetectedCornersCharuco( imageCopy, allCharucoCorners[frame],
                                                       allCharucoIds[frame]);
                }
            }

            imshow("out", imageCopy);
            char key = (char)waitKey(0);
            if(key == 27) break;
        }
    }

    return 0;
}