"""Various plotting utlities.""" import numpy as np import matplotlib.pyplot as plt from matplotlib import patches def plot_pose2_on_axes(axes, pose, axis_length=0.1, covariance=None): """Plot a 2D pose on given axis 'axes' with given 'axis_length'.""" # get rotation and translation (center) gRp = pose.rotation().matrix() # rotation from pose to global t = pose.translation() origin = np.array([t.x(), t.y()]) # draw the camera axes x_axis = origin + gRp[:, 0] * axis_length line = np.append(origin[np.newaxis], x_axis[np.newaxis], axis=0) axes.plot(line[:, 0], line[:, 1], 'r-') y_axis = origin + gRp[:, 1] * axis_length line = np.append(origin[np.newaxis], y_axis[np.newaxis], axis=0) axes.plot(line[:, 0], line[:, 1], 'g-') if covariance is not None: pPp = covariance[0:2, 0:2] gPp = np.matmul(np.matmul(gRp, pPp), gRp.T) w, v = np.linalg.eig(gPp) # k = 2.296 k = 5.0 angle = np.arctan2(v[1, 0], v[0, 0]) e1 = patches.Ellipse(origin, np.sqrt(w[0]*k), np.sqrt(w[1]*k), np.rad2deg(angle), fill=False) axes.add_patch(e1) def plot_pose2(fignum, pose, axis_length=0.1, covariance=None): """Plot a 2D pose on given figure with given 'axis_length'.""" # get figure object fig = plt.figure(fignum) axes = fig.gca() plot_pose2_on_axes(axes, pose, axis_length, covariance) def plot_point3_on_axes(axes, point, linespec): """Plot a 3D point on given axis 'axes' with given 'linespec'.""" axes.plot([point.x()], [point.y()], [point.z()], linespec) def plot_point3(fignum, point, linespec): """Plot a 3D point on given figure with given 'linespec'.""" fig = plt.figure(fignum) axes = fig.gca(projection='3d') plot_point3_on_axes(axes, point, linespec) def plot_3d_points(fignum, values, linespec, marginals=None): """ Plots the Point3s in 'values', with optional covariances. Finds all the Point3 objects in the given Values object and plots them. If a Marginals object is given, this function will also plot marginal covariance ellipses for each point. """ keys = values.keys() # Plot points and covariance matrices for i in range(keys.size()): try: p = values.atPoint3(keys.at(i)) # if haveMarginals # P = marginals.marginalCovariance(key); # gtsam.plot_point3(p, linespec, P); # else plot_point3(fignum, p, linespec) except RuntimeError: continue # I guess it's not a Point3 def plot_pose3_on_axes(axes, pose, axis_length=0.1): """Plot a 3D pose on given axis 'axes' with given 'axis_length'.""" # get rotation and translation (center) gRp = pose.rotation().matrix() # rotation from pose to global t = pose.translation() origin = np.array([t.x(), t.y(), t.z()]) # draw the camera axes x_axis = origin + gRp[:, 0] * axis_length line = np.append(origin[np.newaxis], x_axis[np.newaxis], axis=0) axes.plot(line[:, 0], line[:, 1], line[:, 2], 'r-') y_axis = origin + gRp[:, 1] * axis_length line = np.append(origin[np.newaxis], y_axis[np.newaxis], axis=0) axes.plot(line[:, 0], line[:, 1], line[:, 2], 'g-') z_axis = origin + gRp[:, 2] * axis_length line = np.append(origin[np.newaxis], z_axis[np.newaxis], axis=0) axes.plot(line[:, 0], line[:, 1], line[:, 2], 'b-') # plot the covariance # TODO (dellaert): make this work # if (nargin>2) && (~isempty(P)) # pPp = P(4:6,4:6); % covariance matrix in pose coordinate frame # gPp = gRp*pPp*gRp'; % convert the covariance matrix to global coordinate frame # gtsam.covarianceEllipse3D(origin,gPp); # end def plot_pose3(fignum, pose, axis_length=0.1): """Plot a 3D pose on given figure with given 'axis_length'.""" # get figure object fig = plt.figure(fignum) axes = fig.gca(projection='3d') plot_pose3_on_axes(axes, pose, axis_length)