What is the range of values for full front face detection using euler angles ?

asked 2018-06-23 15:15:19 -0500

ashuezy gravatar image
    cv::Mat dist_coeffs = cv::Mat::zeros(4, 1, cv::DataType<double>::type);
    cv::solvePnP(model_points, image_points, camera_matrix, dist_coeffs, rotation_vector, translation_vector);
    nose_end_point3D.push_back(cv::Point3d(0, 0, 1000.0));
    cv::projectPoints(nose_end_point3D, rotation_vector, translation_vector, camera_matrix, dist_coeffs, nose_end_point2D);
    cv::line(*mat, image_points[0], nose_end_point2D[0], cv::Scalar(255, 0, 0), 2);
    cout << "Rotation Vector: " << endl << rotation_vector << endl;

    cv::Rodrigues(rotation_vector, rotation_matrix); //convert 3x1 to 3x3
    double* r = rotation_matrix.ptr<double>();
    printf("rotation mat: \n %.3f %.3f %.3f\n%.3f %.3f %.3f\n%.3f %.3f %.3f\n", r[0],r[1],r[2],r[3],r[4],r[5],r[6],r[7],r[8]);
    double projMatrix[12] = {r[0],r[1],r[2],0,r[3],r[4],r[5],0,r[6],r[7],r[8],0};

    cv::Mat cameraMatrix, rotMatrix, transVect, rotMatrixX, rotMatrixY, rotMatrixZ;
    cv::Vec3d eulerAngles;
    cv::decomposeProjectionMatrix(cv::Mat(3, 4, CV_64FC1, projMatrix),
    printf("Face Rotation Angle:  %.5f %.5f %.5f\n", eulerAngles[0], eulerAngles[1], eulerAngles[2]);//up-down angle, left-right angle, close-far angle

Q1. Are the values inside eulerAngles variable eulerAngles[0], eulerAngles[1], eulerAngles[2]) mean up-down face angle, left-right face movement angle, close-far angle respectively ?

Q2. What is the range of values for full front face detection as i am trying to determine a full front face only for recognition ? So seeking your advice regarding optimization.

Q3. The side face is also giving me 22 degrees on eulerAngles[2] ? but i only want to detect front face only ?

Q4. Can i use eulerAngles to calculate distance of the object from the camera or is there another technique ?

I am sorry if i am asking basic questions but i have just started working with opencv.


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face detection and pose (from solvePnP) are entirely unrelated. your question does not make much sense.

berak gravatar imageberak ( 2018-06-23 20:48:30 -0500 )edit

what exactly are you using for the face detection ?

berak gravatar imageberak ( 2018-06-23 21:33:07 -0500 )edit

I am using dlib for face detection and face recognition. but the problem is it is also detecting side faces and i want to skip it. So when the front face is perfectly aligned then only i will invoke face recognition.

ashuezy gravatar imageashuezy ( 2018-06-24 02:14:15 -0500 )edit