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- /*
- * 3calibration.cpp -- Calibrate 3 cameras in a horizontal line together.
- */
- #include "opencv2/calib3d.hpp"
- #include "opencv2/imgproc.hpp"
- #include "opencv2/imgcodecs.hpp"
- #include "opencv2/highgui.hpp"
- #include "opencv2/core/utility.hpp"
- #include <stdio.h>
- #include <string.h>
- #include <time.h>
- using namespace cv;
- using namespace std;
- enum { DETECTION = 0, CAPTURING = 1, CALIBRATED = 2 };
- static void help(char** argv)
- {
- printf( "\nThis is a camera calibration sample that calibrates 3 horizontally placed cameras together.\n"
- "Usage: %s\n"
- " -w=<board_width> # the number of inner corners per one of board dimension\n"
- " -h=<board_height> # the number of inner corners per another board dimension\n"
- " [-s=<squareSize>] # square size in some user-defined units (1 by default)\n"
- " [-o=<out_camera_params>] # the output filename for intrinsic [and extrinsic] parameters\n"
- " [-zt] # assume zero tangential distortion\n"
- " [-a=<aspectRatio>] # fix aspect ratio (fx/fy)\n"
- " [-p] # fix the principal point at the center\n"
- " [input_data] # input data - text file with a list of the images of the board\n"
- "\n", argv[0] );
- }
- static void calcChessboardCorners(Size boardSize, float squareSize, vector<Point3f>& corners)
- {
- corners.resize(0);
- for( int i = 0; i < boardSize.height; i++ )
- for( int j = 0; j < boardSize.width; j++ )
- corners.push_back(Point3f(float(j*squareSize),
- float(i*squareSize), 0));
- }
- static bool run3Calibration(vector<vector<Point2f> > imagePoints1,
- vector<vector<Point2f> > imagePoints2,
- vector<vector<Point2f> > imagePoints3,
- Size imageSize, Size boardSize,
- float squareSize, float aspectRatio,
- int flags,
- Mat& cameraMatrix1, Mat& distCoeffs1,
- Mat& cameraMatrix2, Mat& distCoeffs2,
- Mat& cameraMatrix3, Mat& distCoeffs3,
- Mat& R12, Mat& T12, Mat& R13, Mat& T13)
- {
- int c, i;
- // step 1: calibrate each camera individually
- vector<vector<Point3f> > objpt(1);
- vector<vector<Point2f> > imgpt;
- calcChessboardCorners(boardSize, squareSize, objpt[0]);
- vector<Mat> rvecs, tvecs;
- for( c = 1; c <= 3; c++ )
- {
- const vector<vector<Point2f> >& imgpt0 = c == 1 ? imagePoints1 : c == 2 ? imagePoints2 : imagePoints3;
- imgpt.clear();
- int N = 0;
- for( i = 0; i < (int)imgpt0.size(); i++ )
- if( !imgpt0[i].empty() )
- {
- imgpt.push_back(imgpt0[i]);
- N += (int)imgpt0[i].size();
- }
- if( imgpt.size() < 3 )
- {
- printf("Error: not enough views for camera %d\n", c);
- return false;
- }
- objpt.resize(imgpt.size(),objpt[0]);
- Mat cameraMatrix = Mat::eye(3, 3, CV_64F);
- if( flags & CALIB_FIX_ASPECT_RATIO )
- cameraMatrix.at<double>(0,0) = aspectRatio;
- Mat distCoeffs = Mat::zeros(5, 1, CV_64F);
- double err = calibrateCamera(objpt, imgpt, imageSize, cameraMatrix,
- distCoeffs, rvecs, tvecs,
- flags|CALIB_FIX_K3/*|CALIB_FIX_K4|CALIB_FIX_K5|CALIB_FIX_K6*/);
- bool ok = checkRange(cameraMatrix) && checkRange(distCoeffs);
- if(!ok)
- {
- printf("Error: camera %d was not calibrated\n", c);
- return false;
- }
- printf("Camera %d calibration reprojection error = %g\n", c, sqrt(err/N));
- if( c == 1 )
- cameraMatrix1 = cameraMatrix, distCoeffs1 = distCoeffs;
- else if( c == 2 )
- cameraMatrix2 = cameraMatrix, distCoeffs2 = distCoeffs;
- else
- cameraMatrix3 = cameraMatrix, distCoeffs3 = distCoeffs;
- }
- vector<vector<Point2f> > imgpt_right;
- // step 2: calibrate (1,2) and (3,2) pairs
- for( c = 2; c <= 3; c++ )
- {
- const vector<vector<Point2f> >& imgpt0 = c == 2 ? imagePoints2 : imagePoints3;
- imgpt.clear();
- imgpt_right.clear();
- int N = 0;
- for( i = 0; i < (int)std::min(imagePoints1.size(), imgpt0.size()); i++ )
- if( !imagePoints1.empty() && !imgpt0[i].empty() )
- {
- imgpt.push_back(imagePoints1[i]);
- imgpt_right.push_back(imgpt0[i]);
- N += (int)imgpt0[i].size();
- }
- if( imgpt.size() < 3 )
- {
- printf("Error: not enough shared views for cameras 1 and %d\n", c);
- return false;
- }
- objpt.resize(imgpt.size(),objpt[0]);
- Mat cameraMatrix = c == 2 ? cameraMatrix2 : cameraMatrix3;
- Mat distCoeffs = c == 2 ? distCoeffs2 : distCoeffs3;
- Mat R, T, E, F;
- double err = stereoCalibrate(objpt, imgpt, imgpt_right, cameraMatrix1, distCoeffs1,
- cameraMatrix, distCoeffs,
- imageSize, R, T, E, F,
- CALIB_FIX_INTRINSIC,
- TermCriteria(TermCriteria::COUNT, 30, 0));
- printf("Pair (1,%d) calibration reprojection error = %g\n", c, sqrt(err/(N*2)));
- if( c == 2 )
- {
- cameraMatrix2 = cameraMatrix;
- distCoeffs2 = distCoeffs;
- R12 = R; T12 = T;
- }
- else
- {
- R13 = R; T13 = T;
- }
- }
- return true;
- }
- static bool readStringList( const string& filename, vector<string>& l )
- {
- l.resize(0);
- FileStorage fs(filename, FileStorage::READ);
- if( !fs.isOpened() )
- return false;
- FileNode n = fs.getFirstTopLevelNode();
- if( n.type() != FileNode::SEQ )
- return false;
- FileNodeIterator it = n.begin(), it_end = n.end();
- for( ; it != it_end; ++it )
- l.push_back((string)*it);
- return true;
- }
- int main( int argc, char** argv )
- {
- int i, k;
- int flags = 0;
- Size boardSize, imageSize;
- float squareSize, aspectRatio;
- string outputFilename;
- string inputFilename = "";
- vector<vector<Point2f> > imgpt[3];
- vector<string> imageList;
- cv::CommandLineParser parser(argc, argv,
- "{help ||}{w||}{h||}{s|1|}{o|out_camera_data.yml|}"
- "{zt||}{a|1|}{p||}{@input||}");
- if (parser.has("help"))
- {
- help(argv);
- return 0;
- }
- boardSize.width = parser.get<int>("w");
- boardSize.height = parser.get<int>("h");
- squareSize = parser.get<float>("s");
- aspectRatio = parser.get<float>("a");
- if (parser.has("a"))
- flags |= CALIB_FIX_ASPECT_RATIO;
- if (parser.has("zt"))
- flags |= CALIB_ZERO_TANGENT_DIST;
- if (parser.has("p"))
- flags |= CALIB_FIX_PRINCIPAL_POINT;
- outputFilename = parser.get<string>("o");
- inputFilename = parser.get<string>("@input");
- if (!parser.check())
- {
- help(argv);
- parser.printErrors();
- return -1;
- }
- if (boardSize.width <= 0)
- return fprintf( stderr, "Invalid board width\n" ), -1;
- if (boardSize.height <= 0)
- return fprintf( stderr, "Invalid board height\n" ), -1;
- if (squareSize <= 0)
- return fprintf( stderr, "Invalid board square width\n" ), -1;
- if (aspectRatio <= 0)
- return printf("Invalid aspect ratio\n" ), -1;
- if( inputFilename.empty() ||
- !readStringList(inputFilename, imageList) ||
- imageList.size() == 0 || imageList.size() % 3 != 0 )
- {
- printf("Error: the input image list is not specified, or can not be read, or the number of files is not divisible by 3\n");
- return -1;
- }
- Mat view, viewGray;
- Mat cameraMatrix[3], distCoeffs[3], R[3], P[3], R12, T12;
- for( k = 0; k < 3; k++ )
- {
- cameraMatrix[k] = Mat_<double>::eye(3,3);
- cameraMatrix[k].at<double>(0,0) = aspectRatio;
- cameraMatrix[k].at<double>(1,1) = 1;
- distCoeffs[k] = Mat_<double>::zeros(5,1);
- }
- Mat R13=Mat_<double>::eye(3,3), T13=Mat_<double>::zeros(3,1);
- FileStorage fs;
- namedWindow( "Image View", 0 );
- for( k = 0; k < 3; k++ )
- imgpt[k].resize(imageList.size()/3);
- for( i = 0; i < (int)(imageList.size()/3); i++ )
- {
- for( k = 0; k < 3; k++ )
- {
- int k1 = k == 0 ? 2 : k == 1 ? 0 : 1;
- printf("%s\n", imageList[i*3+k].c_str());
- view = imread(imageList[i*3+k], IMREAD_COLOR);
- if(!view.empty())
- {
- vector<Point2f> ptvec;
- imageSize = view.size();
- cvtColor(view, viewGray, COLOR_BGR2GRAY);
- bool found = findChessboardCorners( view, boardSize, ptvec, CALIB_CB_ADAPTIVE_THRESH );
- drawChessboardCorners( view, boardSize, Mat(ptvec), found );
- if( found )
- {
- imgpt[k1][i].resize(ptvec.size());
- std::copy(ptvec.begin(), ptvec.end(), imgpt[k1][i].begin());
- }
- //imshow("view", view);
- //int c = waitKey(0) & 255;
- //if( c == 27 || c == 'q' || c == 'Q' )
- // return -1;
- }
- }
- }
- printf("Running calibration ...\n");
- run3Calibration(imgpt[0], imgpt[1], imgpt[2], imageSize,
- boardSize, squareSize, aspectRatio, flags|CALIB_FIX_K4|CALIB_FIX_K5,
- cameraMatrix[0], distCoeffs[0],
- cameraMatrix[1], distCoeffs[1],
- cameraMatrix[2], distCoeffs[2],
- R12, T12, R13, T13);
- fs.open(outputFilename, FileStorage::WRITE);
- fs << "cameraMatrix1" << cameraMatrix[0];
- fs << "cameraMatrix2" << cameraMatrix[1];
- fs << "cameraMatrix3" << cameraMatrix[2];
- fs << "distCoeffs1" << distCoeffs[0];
- fs << "distCoeffs2" << distCoeffs[1];
- fs << "distCoeffs3" << distCoeffs[2];
- fs << "R12" << R12;
- fs << "T12" << T12;
- fs << "R13" << R13;
- fs << "T13" << T13;
- fs << "imageWidth" << imageSize.width;
- fs << "imageHeight" << imageSize.height;
- Mat Q;
- // step 3: find rectification transforms
- double ratio = rectify3Collinear(cameraMatrix[0], distCoeffs[0], cameraMatrix[1],
- distCoeffs[1], cameraMatrix[2], distCoeffs[2],
- imgpt[0], imgpt[2],
- imageSize, R12, T12, R13, T13,
- R[0], R[1], R[2], P[0], P[1], P[2], Q, -1.,
- imageSize, 0, 0, CALIB_ZERO_DISPARITY);
- Mat map1[3], map2[3];
- fs << "R1" << R[0];
- fs << "R2" << R[1];
- fs << "R3" << R[2];
- fs << "P1" << P[0];
- fs << "P2" << P[1];
- fs << "P3" << P[2];
- fs << "disparityRatio" << ratio;
- fs.release();
- printf("Disparity ratio = %g\n", ratio);
- for( k = 0; k < 3; k++ )
- initUndistortRectifyMap(cameraMatrix[k], distCoeffs[k], R[k], P[k], imageSize, CV_16SC2, map1[k], map2[k]);
- Mat canvas(imageSize.height, imageSize.width*3, CV_8UC3), small_canvas;
- destroyWindow("view");
- canvas = Scalar::all(0);
- for( i = 0; i < (int)(imageList.size()/3); i++ )
- {
- canvas = Scalar::all(0);
- for( k = 0; k < 3; k++ )
- {
- int k1 = k == 0 ? 2 : k == 1 ? 0 : 1;
- int k2 = k == 0 ? 1 : k == 1 ? 0 : 2;
- view = imread(imageList[i*3+k], IMREAD_COLOR);
- if(view.empty())
- continue;
- Mat rview = canvas.colRange(k2*imageSize.width, (k2+1)*imageSize.width);
- remap(view, rview, map1[k1], map2[k1], INTER_LINEAR);
- }
- printf("%s %s %s\n", imageList[i*3].c_str(), imageList[i*3+1].c_str(), imageList[i*3+2].c_str());
- resize( canvas, small_canvas, Size(1500, 1500/3), 0, 0, INTER_LINEAR_EXACT );
- for( k = 0; k < small_canvas.rows; k += 16 )
- line(small_canvas, Point(0, k), Point(small_canvas.cols, k), Scalar(0,255,0), 1);
- imshow("rectified", small_canvas);
- char c = (char)waitKey(0);
- if( c == 27 || c == 'q' || c == 'Q' )
- break;
- }
- return 0;
- }
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