#!/usr/bin/env python import roslib import rospy import os import tf import numpy import evaluate_ate from nav_msgs.msg import Odometry from geometry_msgs.msg import Point def callback(data): global slamPoses global gtPoses global stamps global listener global rmse global lastTime if rospy.get_time() - lastTime < 1: return lastTime = rospy.get_time() t = rospy.Time(data.header.stamp.secs, data.header.stamp.nsecs) try: listener.waitForTransform(fixedFrame, baseFrame, t, rospy.Duration(0.2)) (trans,rot) = listener.lookupTransform(fixedFrame, baseFrame, t) gtPoses.append(Point(trans[0], trans[1], 0)) stamps.append(t.to_sec()) slamPoses.append(data.pose.pose.position) first_xyz = numpy.empty([0,3]) second_xyz = numpy.empty([0,3]) for g in gtPoses: newrow = [g.x,g.y,g.z] first_xyz = numpy.vstack([first_xyz, newrow]) for p in slamPoses: newrow = [p.x,p.y,p.z] second_xyz = numpy.vstack([second_xyz, newrow]) first_xyz = numpy.matrix(first_xyz).transpose() second_xyz = numpy.matrix(second_xyz).transpose() rot,trans,trans_error = evaluate_ate.align(second_xyz, first_xyz) rmse_v = numpy.sqrt(numpy.dot(trans_error,trans_error) / len(trans_error)) rmse.append(rmse_v) print " added=" + str(len(slamPoses)) + " rmse=" + str(rmse_v) except (tf.LookupException, tf.ConnectivityException, tf.ExtrapolationException), e: print str(e) if __name__ == '__main__': rospy.init_node('sync_odom_gt', anonymous=True) listener = tf.TransformListener() fixedFrame = rospy.get_param('~fixed_frame_id', 'world') baseFrame = rospy.get_param('~frame_id', 'base_link_gt') rospy.Subscriber("icp_odom", Odometry, callback, queue_size=1) slamPoses = [] gtPoses = [] stamps = [] rmse = [] lastTime = rospy.get_time() rospy.spin() fileSlam = open('slam_poses.txt','w') fileGt = open('gt_poses.txt','w') fileRMSE = open('rmse.txt','w') print "slam= " + str(len(slamPoses)) print "gt= " + str(len(gtPoses)) print "stamps= " + str(len(stamps)) for c, g, t, r in zip(slamPoses, gtPoses, stamps, rmse): fileSlam.write('%f %f %f 0 0 0 0 1\n' % (t, c.x, c.y)) fileGt.write('%f %f %f 0 0 0 0 1\n' % (t, g.x, g.y)) fileRMSE.write('%f %f\n' % (t, r)) fileSlam.close() fileGt.close() fileRMSE.close()