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@ -137,6 +137,9 @@ void Rhocost(const Eigen::Isometry3d& T_c0_ci,
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inline bool checkMotion(
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const CamStateServer& cam_states) const;
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bool initializeAnchorUndistort(const CameraCalibration& cam, int N);
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/*
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* @brief InitializeAnchor generates the NxN patch around the
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* feature in the Anchor image
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@ -171,6 +174,12 @@ void Rhocost(const Eigen::Isometry3d& T_c0_ci,
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Eigen::Vector3d& in_p) const;
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cv::Point2f projectPositionToCameraUndistorted(
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const CAMState& cam_state,
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const StateIDType& cam_state_id,
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const CameraCalibration& cam,
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Eigen::Vector3d& in_p) const;
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/*
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* @brief project PositionToCamera Takes a 3d position in a world frame
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@ -692,26 +701,22 @@ bool Feature::VisualizeKernel(
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//cv::Sobel(anchorImage, yderImage, CV_8UC1, 0, 1, 3);
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cv::Mat xderImage2(anchorImage.rows, anchorImage.cols, anchorImage_blurred.type());
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cv::Mat yderImage2(anchorImage.rows, anchorImage.cols, anchorImage_blurred.type());
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cv::Mat norm_abs_xderImage;
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cv::normalize(abs_xderImage, norm_abs_xderImage, 0, 255, cv::NORM_MINMAX, CV_8UC1);
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cv::imshow("xder", norm_abs_xderImage);
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cv::imshow("yder", abs_yderImage);
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// cv::Mat xderImage2(anchorImage.rows, anchorImage.cols, anchorImage_blurred.type());
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// cv::Mat yderImage2(anchorImage.rows, anchorImage.cols, anchorImage_blurred.type());
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/*
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for(int i = 1; i < anchorImage.rows-1; i++)
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for(int j = 1; j < anchorImage.cols-1; j++)
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xderImage2.at<uint8_t>(j,i) = 255.*fabs(Kernel(cv::Point2f(i,j), anchorImage_blurred, "Sobel_x"));
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for(int i = 1; i < anchorImage.rows-1; i++)
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for(int j = 1; j < anchorImage.cols-1; j++)
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yderImage2.at<uint8_t>(j,i) = 255.*fabs(Kernel(cv::Point2f(i,j), anchorImage_blurred, "Sobel_y"));
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cv::imshow("anchor", anchorImage);
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cv::imshow("xder2", xderImage2);
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cv::imshow("yder2", yderImage2);
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*/
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//cv::imshow("anchor", anchorImage);
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cv::imshow("xder2", xderImage);
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cv::imshow("yder2", yderImage);
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cvWaitKey(0);
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}
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@ -752,7 +757,7 @@ bool Feature::VisualizePatch(
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std::vector<double> projectionPatch;
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for(auto point : anchorPatch_3d)
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{
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cv::Point2f p_in_c0 = projectPositionToCamera(cam_state, cam_state_id, cam0, point);
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cv::Point2f p_in_c0 = projectPositionToCameraUndistorted(cam_state, cam_state_id, cam0, point);
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projectionPatch.push_back(PixelIrradiance(p_in_c0, current_image));
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// visu - feature
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cv::Point xs(p_in_c0.x, p_in_c0.y);
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@ -807,10 +812,11 @@ bool Feature::VisualizePatch(
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cv::putText(irradianceFrame, namer.str() , cvPoint(30, 65+scale*2*N),
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cv::FONT_HERSHEY_COMPLEX_SMALL, 0.8, cvScalar(0,0,0), 1, CV_AA);
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cv::Point2f p_f(observations.find(cam_state_id)->second(0),observations.find(cam_state_id)->second(1));
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cv::Point2f p_f(observations.find(cam_state_id)->second(0)*cam0.intrinsics[0] + cam0.intrinsics[2],observations.find(cam_state_id)->second(1)*cam0.intrinsics[1] + cam0.intrinsics[3]);
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// move to real pixels
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p_f = image_handler::distortPoint(p_f, cam0.intrinsics, cam0.distortion_model, cam0.distortion_coeffs);
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// without distort
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// p_f = image_handler::distortPoint(p_f, cam0.intrinsics, cam0.distortion_model, cam0.distortion_coeffs);
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for(int i = 0; i<N; i++)
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{
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for(int j = 0; j<N ; j++)
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@ -958,7 +964,34 @@ cv::Point2f Feature::pixelDistanceAt(
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return distance;
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}
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cv::Point2f Feature::projectPositionToCameraUndistorted(
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const CAMState& cam_state,
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const StateIDType& cam_state_id,
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const CameraCalibration& cam,
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Eigen::Vector3d& in_p) const
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{
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Eigen::Isometry3d T_c0_w;
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cv::Point2f out_p;
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// transfrom position to camera frame
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Eigen::Matrix3d R_w_c0 = quaternionToRotation(cam_state.orientation);
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const Eigen::Vector3d& t_c0_w = cam_state.position;
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Eigen::Vector3d p_c0 = R_w_c0 * (in_p-t_c0_w);
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out_p = cv::Point2f(p_c0(0)/p_c0(2), p_c0(1)/p_c0(2));
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// if(cam_state_id == observations.begin()->first)
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//printf("undist:\n \tproj pos: %f, %f\n\ttrue pos: %f, %f\n", out_p.x, out_p.y, undist_anchor_center_pos.x, undist_anchor_center_pos.y);
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cv::Point2f my_p(out_p.x * cam.intrinsics[0] + cam.intrinsics[2], out_p.y * cam.intrinsics[1] + cam.intrinsics[3]);
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// printf("truPosition: %f, %f, %f\n", position.x(), position.y(), position.z());
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// printf("camPosition: %f, %f, %f\n", p_c0(0), p_c0(1), p_c0(2));
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// printf("Photo projection: %f, %f\n", my_p[0].x, my_p[0].y);
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return my_p;
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}
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cv::Point2f Feature::projectPositionToCamera(
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const CAMState& cam_state,
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@ -1080,6 +1113,79 @@ bool Feature::initializeAnchor(const CameraCalibration& cam, int N)
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return true;
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}
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//@test center projection must always be initial feature projection
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bool Feature::initializeAnchorUndistort(const CameraCalibration& cam, int N)
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{
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//initialize patch Size
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int n = (int)(N-1)/2;
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auto anchor = observations.begin();
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if(cam.moving_window.find(anchor->first) == cam.moving_window.end())
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return false;
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cv::Mat anchorImage = cam.moving_window.find(anchor->first)->second.image;
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cv::Mat anchorImage_deeper;
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anchorImage.convertTo(anchorImage_deeper,CV_16S);
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//TODO remove this?
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cv::Mat hen = cv::Mat::zeros(cv::Size(3, 3), CV_16S);
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hen.at<int>(1,0) = 1;
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//sobel test
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/*
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cv::Mat newhen;
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cv::Sobel(hen, newhen, -1, 1, 0, 3);
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std::cout << "newhen" << newhen << std::endl;
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*/
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cv::Sobel(anchorImage_deeper, xderImage, -1, 1, 0, 3);
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cv::Sobel(anchorImage_deeper, yderImage, -1, 0, 1, 3);
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xderImage/=4;
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yderImage/=4;
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cv::convertScaleAbs(xderImage, abs_xderImage);
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cv::convertScaleAbs(yderImage, abs_yderImage);
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cvWaitKey(0);
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auto u = anchor->second(0);//*cam.intrinsics[0] + cam.intrinsics[2];
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auto v = anchor->second(1);//*cam.intrinsics[1] + cam.intrinsics[3];
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//project onto pixel plane
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undist_anchor_center_pos = cv::Point2f(u * cam.intrinsics[0] + cam.intrinsics[2], v * cam.intrinsics[1] + cam.intrinsics[3]);
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// create vector of patch in pixel plane
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for(double u_run = -n; u_run <= n; u_run++)
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for(double v_run = -n; v_run <= n; v_run++)
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anchorPatch_real.push_back(cv::Point2f(undist_anchor_center_pos.x+u_run, undist_anchor_center_pos.y+v_run));
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//project back into u,v
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for(int i = 0; i < N*N; i++)
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anchorPatch_ideal.push_back(cv::Point2f((anchorPatch_real[i].x-cam.intrinsics[2])/cam.intrinsics[0], (anchorPatch_real[i].y-cam.intrinsics[3])/cam.intrinsics[1]));
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// save anchor position for later visualisaztion
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anchor_center_pos = anchorPatch_real[(N*N-1)/2];
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// save true pixel Patch position
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for(auto point : anchorPatch_real)
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if(point.x - n < 0 || point.x + n >= cam.resolution(0)-1 || point.y - n < 0 || point.y + n >= cam.resolution(1)-1)
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return false;
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for(auto point : anchorPatch_real)
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anchorPatch.push_back(PixelIrradiance(point, anchorImage));
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// project patch pixel to 3D space in camera coordinate system
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for(auto point : anchorPatch_ideal)
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anchorPatch_3d.push_back(AnchorPixelToPosition(point, cam));
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is_anchored = true;
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return true;
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}
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bool Feature::initializeRho(const CamStateServer& cam_states) {
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// Organize camera poses and feature observations properly.
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