#!/usr/bin/python import os import sys import time import rospkg import numpy as np import matplotlib.pyplot as plt import yaml import argparse from matplotlib import rc # tell matplotlib to use latex font rc('font',**{'family':'serif','serif':['Cardo']}) rc('text', usetex=True) from mpl_toolkits.axes_grid1.inset_locator import zoomed_inset_axes from mpl_toolkits.axes_grid1.inset_locator import mark_inset def plot_trajectory(ax, filename, label, color, linewidth): file = open(filename) data = file.read() lines = data.replace(","," ").replace("\t"," ").split("\n") trajectory = np.array([[v.strip() for v in line.split(" ") if v.strip()!=""] for line in lines if len(line)>0 and line[0]!="#"], dtype=np.float64) ax.plot(trajectory[:,1], trajectory[:,2], label=label, color=color, linewidth=linewidth) def compare_results(experiments, results_dir, comparison_dir, plot_scale_drift = False): # ------------------------------------------------------------------------------ # position error fig_poserr = plt.figure(figsize=(8,6)) ax_poserr_x = fig_poserr.add_subplot(311, ylabel='x-error [m]') ax_poserr_y = fig_poserr.add_subplot(312, ylabel='y-error [m]') ax_poserr_z = fig_poserr.add_subplot(313, ylabel='z-error [m]', xlabel='time [s]') for exp in experiments: # load dataset parameters params_stream = open(os.path.join(results_dir, exp, 'params.yaml')) params = yaml.load(params_stream) # plot translation error trans_error = np.loadtxt(os.path.join(results_dir, exp, 'translation_error.txt')) trans_error[:,0] = trans_error[:,0]-trans_error[0,0] ax_poserr_x.plot(trans_error[:,0], trans_error[:,1], label=params['experiment_label']) ax_poserr_y.plot(trans_error[:,0], trans_error[:,2]) ax_poserr_z.plot(trans_error[:,0], trans_error[:,3]) ax_poserr_x.set_xlim([0, trans_error[-1,0]+4]) ax_poserr_y.set_xlim([0, trans_error[-1,0]+4]) ax_poserr_z.set_xlim([0, trans_error[-1,0]+4]) ax_poserr_x.legend(bbox_to_anchor=[0, 0], loc='lower left', ncol=3) ax_poserr_x.grid() ax_poserr_y.grid() ax_poserr_z.grid() fig_poserr.tight_layout() fig_poserr.savefig(os.path.join(comparison_dir, 'translation_error.pdf')) # ------------------------------------------------------------------------------ # orientation error fig_roterr = plt.figure(figsize=(8,6)) ax_roterr_r = fig_roterr.add_subplot(311, ylabel='roll-error [rad]') ax_roterr_p = fig_roterr.add_subplot(312, ylabel='pitch-error [rad]') ax_roterr_y = fig_roterr.add_subplot(313, ylabel='yaw-error [rad]', xlabel='time [s]') for exp in experiments: # load dataset parameters params_stream = open(os.path.join(results_dir, exp, 'params.yaml')) params = yaml.load(params_stream) # plot translation error rot_error = np.loadtxt(os.path.join(results_dir, exp, 'orientation_error.txt')) rot_error[:,0] = rot_error[:,0]-rot_error[0,0] ax_roterr_r.plot(rot_error[:,0], rot_error[:,3], label=params['experiment_label']) ax_roterr_p.plot(rot_error[:,0], rot_error[:,2]) ax_roterr_y.plot(rot_error[:,0], rot_error[:,1]) ax_roterr_r.set_xlim([0, rot_error[-1,0]+4]) ax_roterr_p.set_xlim([0, rot_error[-1,0]+4]) ax_roterr_y.set_xlim([0, rot_error[-1,0]+4]) ax_roterr_r.legend(bbox_to_anchor=[0, 1], loc='upper left', ncol=3) ax_roterr_r.grid() ax_roterr_p.grid() ax_roterr_y.grid() fig_roterr.tight_layout() fig_roterr.savefig(os.path.join(comparison_dir, 'orientation_error.pdf')) # ------------------------------------------------------------------------------ # scale error if plot_scale_drift: fig_scale = plt.figure(figsize=(8,2.5)) ax_scale = fig_scale.add_subplot(111, xlabel='time [s]', ylabel='scale change [\%]') for exp in experiments: # load dataset parameters params = yaml.load(open(os.path.join(results_dir, exp, 'params.yaml'))) # plot translation error scale_drift = open(os.path.join(results_dir, exp, 'scale_drift.txt')) scale_drift[:,0] = scale_drift[:,0]-scale_drift[0,0] ax_scale.plot(scale_drift[:,0], scale_drift[:,1], label=params['experiment_label']) ax_scale.set_xlim([0, rot_error[-1,0]+4]) ax_scale.legend(bbox_to_anchor=[0, 1], loc='upper left', ncol=3) ax_scale.grid() fig_scale.tight_layout() fig_scale.savefig(os.path.join(comparison_dir, 'scale_drift.pdf')) # ------------------------------------------------------------------------------ # trajectory # fig_traj = plt.figure(figsize=(8,4.8)) # ax_traj = fig_traj.add_subplot(111, xlabel='x [m]', ylabel='y [m]', aspect='equal', xlim=[-3.1, 4], ylim=[-1.5, 2.6]) # # plotTrajectory(ax_traj, '/home/cforster/Datasets/asl_vicon_d2/groundtruth_filtered.txt', 'Groundtruth', 'k', 1.5) # plotTrajectory(ax_traj, results_dir+'/20130911_2229_nslam_i7_asl2_fast/traj_estimate_rotated.txt', 'Fast', 'g', 1) # plotTrajectory(ax_traj, results_dir+'/20130906_2149_ptam_i7_asl2/traj_estimate_rotated.txt', 'PTAM', 'r', 1) # # mark_inset(ax_traj, axins, loc1=2, loc2=4, fc="none", ec='b') # plt.draw() # plt.show() # ax_traj.legend(bbox_to_anchor=[1, 0], loc='lower right', ncol=3) # ax_traj.grid() # fig_traj.tight_layout() # fig_traj.savefig('../results/trajectory_asl.pdf') if __name__ == '__main__': default_name = time.strftime("%Y%m%d_%H%M", time.localtime())+'_comparison' parser = argparse.ArgumentParser(description='Compare results.') parser.add_argument('result_directories', nargs='+', help='list of result directories to compare') parser.add_argument('--name', help='name of the comparison', default=default_name) args = parser.parse_args() # create folder for comparison results results_dir = os.path.join(rospkg.RosPack().get_path('svo_analysis'), 'results') comparison_dir = os.path.join(results_dir, args.name) if not os.path.exists(comparison_dir): os.makedirs(comparison_dir) # run comparison compare_results(args.result_directories, results_dir, comparison_dir)