Files
rtabmap_ros/launch/jfr2018/ethzasl_icp_mapper_sync_gt.py
T

72 lines
2.5 KiB
Python
Executable File

#!/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()