Added lidar_deskewing node and nodelet. Added "deskewing" option for icp_odometry. Updated velodyne and ouster examples with deskewing option. Added velodyne+T265 deskewing example.

This commit is contained in:
matlabbe
2022-10-16 21:36:11 -07:00
parent cf50e93195
commit 44bbaa2cef
15 changed files with 931 additions and 35 deletions
+47
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@@ -0,0 +1,47 @@
/*
Copyright (c) 2010-2016, Mathieu Labbe - IntRoLab - Universite de Sherbrooke
All rights reserved.
Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:
* Redistributions of source code must retain the above copyright
notice, this list of conditions and the following disclaimer.
* Redistributions in binary form must reproduce the above copyright
notice, this list of conditions and the following disclaimer in the
documentation and/or other materials provided with the distribution.
* Neither the name of the Universite de Sherbrooke nor the
names of its contributors may be used to endorse or promote products
derived from this software without specific prior written permission.
THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY
DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
(INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND
ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
*/
#include "ros/ros.h"
#include "nodelet/loader.h"
int main(int argc, char **argv)
{
ros::init(argc, argv, "lidar_deskewing");
nodelet::V_string nargv;
for(int i=1;i<argc;++i)
{
nargv.push_back(argv[i]);
}
nodelet::Loader nodelet;
nodelet::M_string remap(ros::names::getRemappings());
std::string nodelet_name = ros::this_node::getName();
nodelet.load(nodelet_name, "rtabmap_ros/lidar_deskewing", remap, nargv);
ros::spin();
return 0;
}
+416
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@@ -36,6 +36,7 @@ SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
#include <rtabmap/core/Compression.h>
#include <rtabmap/utilite/UStl.h>
#include <rtabmap/utilite/ULogger.h>
#include <rtabmap/utilite/UTimer.h>
#include <pcl_conversions/pcl_conversions.h>
#include <eigen_conversions/eigen_msg.h>
#include <tf_conversions/tf_eigen.h>
@@ -2487,4 +2488,419 @@ bool convertScan3dMsg(
return true;
}
bool deskew_impl(
const sensor_msgs::PointCloud2 & input,
sensor_msgs::PointCloud2 & output,
const std::string & fixedFrameId,
tf::TransformListener * listener,
double waitForTransform,
bool slerp,
const rtabmap::Transform & velocity,
double previousStamp)
{
if(listener != 0)
{
if(input.header.frame_id.empty())
{
ROS_ERROR("Input cloud has empty frame_id!");
return false;
}
if(fixedFrameId.empty())
{
ROS_ERROR("fixedFrameId parameter should be set!");
return false;
}
}
else
{
if(!slerp)
{
ROS_ERROR("slerp should be true when constant velocity model is used!");
return false;
}
if(previousStamp <= 0.0)
{
ROS_ERROR("previousStamp should be >0 when constant velocity model is used!");
return false;
}
if(velocity.isNull())
{
ROS_ERROR("velocity should be valid when constant velocity model is used!");
return false;
}
}
int offsetTime = -1;
int offsetX = -1;
int offsetY = -1;
int offsetZ = -1;
int timeDatatype = 6;
for(size_t i=0; i<input.fields.size(); ++i)
{
if(input.fields[i].name.compare("t") == 0)
{
if(offsetTime != -1)
{
ROS_WARN("The input cloud should have only one of these fields: t, time or stamps. Overriding with %s.", input.fields[i].name.c_str());
}
offsetTime = input.fields[i].offset;
timeDatatype = input.fields[i].datatype;
}
else if(input.fields[i].name.compare("time") == 0)
{
if(offsetTime != -1)
{
ROS_WARN("The input cloud should have only one of these fields: t, time or stamps. Overriding with %s.", input.fields[i].name.c_str());
}
offsetTime = input.fields[i].offset;
timeDatatype = input.fields[i].datatype;
}
else if(input.fields[i].name.compare("stamps") == 0)
{
if(offsetTime != -1)
{
ROS_WARN("The input cloud should have only one of these fields: t, time or stamps. Overriding with %s.", input.fields[i].name.c_str());
}
offsetTime = input.fields[i].offset;
timeDatatype = input.fields[i].datatype;
}
else if(input.fields[i].name.compare("x") == 0)
{
ROS_ASSERT(input.fields[i].datatype==7);
offsetX = input.fields[i].offset;
}
else if(input.fields[i].name.compare("y") == 0)
{
ROS_ASSERT(input.fields[i].datatype==7);
offsetY = input.fields[i].offset;
}
else if(input.fields[i].name.compare("z") == 0)
{
ROS_ASSERT(input.fields[i].datatype==7);
offsetZ = input.fields[i].offset;
}
}
if(offsetTime < 0)
{
ROS_ERROR("Input cloud doesn't have \"t\" or \"time\" field!");
return false;
}
if(offsetX < 0)
{
ROS_ERROR("Input cloud doesn't have \"x\" field!");
return false;
}
if(offsetY < 0)
{
ROS_ERROR("Input cloud doesn't have \"y\" field!");
return false;
}
if(offsetZ < 0)
{
ROS_ERROR("Input cloud doesn't have \"z\" field!");
return false;
}
if(input.height == 0)
{
ROS_ERROR("Input cloud height is zero!");
return false;
}
if(input.width == 0)
{
ROS_ERROR("Input cloud width is zero!");
return false;
}
bool timeOnColumns = input.width > input.height;
// Get latest timestamp
ros::Time firstStamp;
ros::Time lastStamp;
if(timeDatatype == 6) // UINT32
{
unsigned int nsec = *((const unsigned int*)(&input.data[0]+offsetTime));
firstStamp = input.header.stamp+ros::Duration(0, nsec);
nsec = *((const unsigned int*)(&input.data[timeOnColumns?(input.width-1)*input.point_step:(input.height-1)*input.row_step]+offsetTime));
lastStamp = input.header.stamp+ros::Duration(0, nsec);
}
else if(timeDatatype == 7) // FLOAT32
{
float sec = *((const float*)(&input.data[0]+offsetTime));
firstStamp = input.header.stamp+ros::Duration().fromSec(sec);
sec = *((const float*)(&input.data[timeOnColumns?(input.width-1)*input.point_step:(input.height-1)*input.row_step]+offsetTime));
lastStamp = input.header.stamp+ros::Duration().fromSec(sec);
}
else
{
ROS_ERROR("Not supported time datatype %d!", timeDatatype);
return false;
}
if(lastStamp <= firstStamp)
{
ROS_ERROR("First and last stamps in the scan are the same!");
return false;
}
std::string errorMsg;
if(listener != 0 &&
waitForTransform>0.0 &&
!listener->waitForTransform(
input.header.frame_id,
firstStamp,
input.header.frame_id,
lastStamp,
fixedFrameId,
ros::Duration(waitForTransform),
ros::Duration(0.01),
&errorMsg))
{
ROS_ERROR("Could not estimate motion of %s accordingly to fixed frame %s between stamps %f and %f! (%s)",
input.header.frame_id.c_str(),
fixedFrameId.c_str(),
firstStamp.toSec(),
lastStamp.toSec(),
errorMsg.c_str());
return false;
}
rtabmap::Transform firstPose;
rtabmap::Transform lastPose;
double scanTime = 0;
if(slerp)
{
if(listener != 0)
{
firstPose = rtabmap_ros::getTransform(
input.header.frame_id,
fixedFrameId,
firstStamp,
input.header.stamp,
*listener,
0);
lastPose = rtabmap_ros::getTransform(
input.header.frame_id,
fixedFrameId,
lastStamp,
input.header.stamp,
*listener,
0);
}
else
{
float vx,vy,vz, vroll,vpitch,vyaw;
velocity.getTranslationAndEulerAngles(vx,vy,vz, vroll,vpitch,vyaw);
// We need three poses:
// 1- The pose of base frame in odom frame at first stamp
// 2- The pose of base frame in odom frame at msg stamp
// 3- The pose of base frame in odom frame at last stamp
UASSERT(firstStamp.toSec() >= previousStamp);
UASSERT(lastStamp.toSec() > previousStamp);
double dt1 = firstStamp.toSec() - previousStamp;
double dt2 = input.header.stamp.toSec() - previousStamp;
double dt3 = lastStamp.toSec() - previousStamp;
rtabmap::Transform p1(vx*dt1, vy*dt1, vz*dt1, vroll*dt1, vpitch*dt1, vyaw*dt1);
rtabmap::Transform p2(vx*dt2, vy*dt2, vz*dt2, vroll*dt2, vpitch*dt2, vyaw*dt2);
rtabmap::Transform p3(vx*dt3, vy*dt3, vz*dt3, vroll*dt3, vpitch*dt3, vyaw*dt3);
// First and last poses are relative to stamp of the msg
firstPose = p2.inverse() * p1;
lastPose = p2.inverse() * p3;
}
if(firstPose.isNull())
{
ROS_ERROR("Could not get transform of %s accordingly to %s between stamps %f and %f!",
input.header.frame_id.c_str(),
fixedFrameId.empty()?"velocity":fixedFrameId.c_str(),
firstStamp.toSec(),
input.header.stamp.toSec());
return false;
}
if(lastPose.isNull())
{
ROS_ERROR("Could not get transform of %s accordingly to %s between stamps %f and %f!",
input.header.frame_id.c_str(),
fixedFrameId.empty()?"velocity":fixedFrameId.c_str(),
lastStamp.toSec(),
input.header.stamp.toSec());
return false;
}
scanTime = lastStamp.toSec() - firstStamp.toSec();
}
//else tf will be used to get more accurate transforms
output = input;
ros::Time stamp;
UTimer processingTime;
if(timeOnColumns)
{
// ouster point cloud:
// t1 t2 ...
// ring1 ring1 ...
// ring2 ring2 ...
// ring3 ring4 ...
// ring4 ring3 ...
for(size_t u=0; u<output.width; ++u)
{
if(timeDatatype == 6) // UINT32
{
unsigned int nsec = *((const unsigned int*)(&output.data[u*output.point_step]+offsetTime));
stamp = input.header.stamp+ros::Duration(0, nsec);
}
else
{
float sec = *((const float*)(&output.data[u*output.point_step]+offsetTime));
stamp = input.header.stamp+ros::Duration().fromSec(sec);
}
rtabmap::Transform transform;
if(slerp)
{
transform = firstPose.interpolate((stamp-firstStamp).toSec() / scanTime, lastPose);
}
else
{
transform = rtabmap_ros::getTransform(
output.header.frame_id,
fixedFrameId,
stamp,
output.header.stamp,
*listener,
0);
if(transform.isNull())
{
ROS_ERROR("Could not get transform of %s accordingly to %s between stamps %f and %f!",
output.header.frame_id.c_str(),
fixedFrameId.c_str(),
stamp.toSec(),
output.header.stamp.toSec());
return false;
}
}
for(size_t v=0; v<input.height; ++v)
{
unsigned char * dataPtr = &output.data[v*output.row_step + u*output.point_step];
float & x = *((float*)(dataPtr+offsetX));
float & y = *((float*)(dataPtr+offsetY));
float & z = *((float*)(dataPtr+offsetZ));
pcl::PointXYZ pt(x,y,z);
pt = rtabmap::util3d::transformPoint(pt, transform);
x = pt.x;
y = pt.y;
z = pt.z;
// set delta stamp to zero so that on downstream they know the cloud is deskewed
if(timeDatatype == 6) // UINT32
{
*((unsigned int*)(dataPtr+offsetTime)) = 0;
}
else
{
*((float*)(dataPtr+offsetTime)) = 0;
}
}
}
}
else // time on rows
{
// velodyne point cloud:
// t1 ring1 ring2 ring3 ring4
// t2 ring1 ring2 ring3 ring4
// t3 ring1 ring2 ring3 ring4
// t4 ring1 ring2 ring3 ring4
// ... ... ... ... ...
for(size_t v=0; v<output.height; ++v)
{
if(timeDatatype == 6) // UINT32
{
unsigned int nsec = *((const unsigned int*)(&output.data[v*output.row_step]+offsetTime));
stamp = input.header.stamp+ros::Duration(0, nsec);
}
else
{
float sec = *((const float*)(&output.data[v*output.row_step]+offsetTime));
stamp = input.header.stamp+ros::Duration().fromSec(sec);
}
rtabmap::Transform transform;
if(slerp)
{
transform = firstPose.interpolate((stamp-firstStamp).toSec() / scanTime, lastPose);
}
else
{
transform = rtabmap_ros::getTransform(
output.header.frame_id,
fixedFrameId,
stamp,
output.header.stamp,
*listener,
0);
if(transform.isNull())
{
ROS_ERROR("Could not get transform of %s accordingly to %s between stamps %f and %f!",
output.header.frame_id.c_str(),
fixedFrameId.c_str(),
stamp.toSec(),
output.header.stamp.toSec());
return false;
}
}
for(size_t u=0; u<input.width; ++u)
{
unsigned char * dataPtr = &output.data[v*output.row_step + u*output.point_step];
float & x = *((float*)(dataPtr+offsetX));
float & y = *((float*)(dataPtr+offsetY));
float & z = *((float*)(dataPtr+offsetZ));
pcl::PointXYZ pt(x,y,z);
pt = rtabmap::util3d::transformPoint(pt, transform);
x = pt.x;
y = pt.y;
z = pt.z;
// set delta stamp to zero so that on downstream they know the cloud is deskewed
if(timeDatatype == 6) // UINT32
{
*((unsigned int*)(dataPtr+offsetTime)) = 0;
}
else
{
*((float*)(dataPtr+offsetTime)) = 0;
}
}
}
}
ROS_DEBUG("Lidar deskewing time=%fs", processingTime.elapsed());
return true;
}
bool deskew(
const sensor_msgs::PointCloud2 & input,
sensor_msgs::PointCloud2 & output,
const std::string & fixedFrameId,
tf::TransformListener & listener,
double waitForTransform,
bool slerp)
{
return deskew_impl(input, output, fixedFrameId, &listener, waitForTransform, slerp, rtabmap::Transform(), 0);
}
bool deskew(
const sensor_msgs::PointCloud2 & input,
sensor_msgs::PointCloud2 & output,
double previousStamp,
const rtabmap::Transform & velocity)
{
return deskew_impl(input, output, "", 0, 0, true, velocity, previousStamp);
}
}
+9
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@@ -423,6 +423,15 @@ Transform OdometryROS::getTransform(const std::string & fromFrameId, const std::
return transform;
}
rtabmap::Transform OdometryROS::velocityGuess() const
{
if(odometry_)
{
return odometry_->getVelocityGuess();
}
return rtabmap::Transform();
}
void OdometryROS::callbackIMU(const sensor_msgs::ImuConstPtr& msg)
{
if(!this->isPaused())
+61 -2
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@@ -37,6 +37,7 @@ SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
#include <sensor_msgs/LaserScan.h>
#include <sensor_msgs/PointCloud2.h>
#include <pcl_conversions/pcl_conversions.h>
#include <pcl_ros/transforms.h>
#include "rtabmap_ros/MsgConversion.h"
#include "rtabmap_ros/PluginInterface.h"
@@ -68,6 +69,8 @@ public:
scanNormalK_(0),
scanNormalRadius_(0.0),
scanNormalGroundUp_(0.0),
deskewing_(false),
deskewingSlerp_(false),
plugin_loader_("rtabmap_ros", "rtabmap_ros::PluginInterface"),
scanReceived_(false),
cloudReceived_(false)
@@ -96,6 +99,8 @@ private:
pnh.param("scan_normal_k", scanNormalK_, scanNormalK_);
pnh.param("scan_normal_radius", scanNormalRadius_, scanNormalRadius_);
pnh.param("scan_normal_ground_up", scanNormalGroundUp_, scanNormalGroundUp_);
pnh.param("deskewing", deskewing_, deskewing_);
pnh.param("deskewing_slerp", deskewingSlerp_, deskewingSlerp_);
if (pnh.hasParam("plugins"))
{
@@ -142,6 +147,8 @@ private:
NODELET_INFO("IcpOdometry: scan_normal_k = %d", scanNormalK_);
NODELET_INFO("IcpOdometry: scan_normal_radius = %f m", scanNormalRadius_);
NODELET_INFO("IcpOdometry: scan_normal_ground_up = %f", scanNormalGroundUp_);
NODELET_INFO("IcpOdometry: deskewing = %s", deskewing_?"true":"false");
NODELET_INFO("IcpOdometry: deskewing_slerp = %s", deskewingSlerp_?"true":"false");
scan_sub_ = nh.subscribe("scan", queueSize, &ICPOdometry::callbackScan, this);
cloud_sub_ = nh.subscribe("scan_cloud", queueSize, &ICPOdometry::callbackCloud, this);
@@ -328,7 +335,7 @@ private:
// make sure the frame of the laser is updated too
Transform localScanTransform = getTransform(this->frameId(),
scanMsg->header.frame_id,
scanMsg->header.stamp + ros::Duration().fromSec(scanMsg->ranges.size()*scanMsg->time_increment));
scanMsg->header.stamp);
if(localScanTransform.isNull())
{
ROS_ERROR("TF of received laser scan topic at time %fs is not set, aborting odometry update.", scanMsg->header.stamp.toSec());
@@ -338,7 +345,35 @@ private:
//transform in frameId_ frame
sensor_msgs::PointCloud2 scanOut;
laser_geometry::LaserProjection projection;
projection.transformLaserScanToPointCloud(scanMsg->header.frame_id, *scanMsg, scanOut, this->tfListener());
if(deskewing_ && !guessFrameId().empty())
{
projection.transformLaserScanToPointCloud(deskewing_&&!guessFrameId().empty()?guessFrameId():scanMsg->header.frame_id, *scanMsg, scanOut, this->tfListener());
sensor_msgs::PointCloud2 scanOutDeskewed;
if(!pcl_ros::transformPointCloud(scanMsg->header.frame_id, scanOut, scanOutDeskewed, this->tfListener()))
{
ROS_ERROR("Cannot transform back projected scan from \"%s\" frame to \"%s\" frame at time %fs.",
guessFrameId().c_str(), scanMsg->header.frame_id.c_str(), scanMsg->header.stamp.toSec());
return;
}
scanOut = scanOutDeskewed;
}
else
{
projection.projectLaser(*scanMsg, scanOut, -1.0, laser_geometry::channel_option::Intensity | laser_geometry::channel_option::Timestamp);
if(previousStamp() > 0 && !velocityGuess().isNull())
{
// deskew with constant velocity model
sensor_msgs::PointCloud2 scanOutDeskewed;
if(!deskew(scanOut, scanOutDeskewed, previousStamp(), velocityGuess()))
{
ROS_ERROR("Failed to deskew input cloud, aborting odometry update!");
return;
}
}
}
bool hasIntensity = false;
for(unsigned int i=0; i<scanOut.fields.size(); ++i)
@@ -531,6 +566,28 @@ private:
cloudMsg = *pointCloudMsg;
}
if(deskewing_)
{
if(!guessFrameId().empty())
{
// deskew with TF
if(!deskew(*pointCloudMsg, cloudMsg, guessFrameId(), tfListener(), waitForTransformDuration(), deskewingSlerp_))
{
ROS_ERROR("Failed to deskew input cloud, aborting odometry update!");
return;
}
}
else if(previousStamp() > 0 && !velocityGuess().isNull())
{
// deskew with constant velocity model
if(!deskew(*pointCloudMsg, cloudMsg, previousStamp(), velocityGuess()))
{
ROS_ERROR("Failed to deskew input cloud, aborting odometry update!");
return;
}
}
}
LaserScan scan;
bool hasNormals = false;
bool hasIntensity = false;
@@ -760,6 +817,8 @@ private:
int scanNormalK_;
double scanNormalRadius_;
double scanNormalGroundUp_;
bool deskewing_;
bool deskewingSlerp_;
std::vector<boost::shared_ptr<rtabmap_ros::PluginInterface> > plugins_;
pluginlib::ClassLoader<rtabmap_ros::PluginInterface> plugin_loader_;
bool scanReceived_ = false;
+108
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@@ -0,0 +1,108 @@
#include <ros/ros.h>
#include <pluginlib/class_list_macros.h>
#include <nodelet/nodelet.h>
#include <tf/transform_listener.h>
#include <sensor_msgs/PointCloud2.h>
#include <sensor_msgs/LaserScan.h>
#include <laser_geometry/laser_geometry.h>
#include <pcl_ros/transforms.h>
#include <rtabmap/core/util3d_transforms.h>
#include <rtabmap/utilite/UTimer.h>
#include <rtabmap_ros/MsgConversion.h>
namespace rtabmap_ros
{
class LidarDeskewing : public nodelet::Nodelet
{
public:
LidarDeskewing() :
waitForTransformDuration_(0.01),
slerp_(false),
tfListener_(0)
{
}
virtual ~LidarDeskewing()
{
}
private:
virtual void onInit()
{
tfListener_ = new tf::TransformListener();
ros::NodeHandle & nh = getNodeHandle();
ros::NodeHandle & pnh = getPrivateNodeHandle();
pnh.param("fixed_frame_id", fixedFrameId_, fixedFrameId_);
pnh.param("wait_for_transform", waitForTransformDuration_, waitForTransformDuration_);
pnh.param("slerp", slerp_, slerp_);
NODELET_INFO("fixed_frame_id: %s", fixedFrameId_.c_str());
NODELET_INFO("wait_for_transform: %fs", waitForTransformDuration_);
NODELET_INFO("slerp: %s", slerp_?"true":"false");
if(fixedFrameId_.empty())
{
NODELET_FATAL("fixed_frame_id parameter cannot be empty!");
}
pubScan_ = nh.advertise<sensor_msgs::PointCloud2>(nh.resolveName("input_scan") + "/deskewed", 1);
pubCloud_ = nh.advertise<sensor_msgs::PointCloud2>(nh.resolveName("input_cloud") + "/deskewed", 1);
subScan_ = nh.subscribe("input_scan", 1, &LidarDeskewing::callbackScan, this);
subCloud_ = nh.subscribe("input_cloud", 1, &LidarDeskewing::callbackCloud, this);
}
void callbackScan(const sensor_msgs::LaserScanConstPtr & msg)
{
sensor_msgs::PointCloud2 scanOut;
laser_geometry::LaserProjection projection;
projection.transformLaserScanToPointCloud(fixedFrameId_, *msg, scanOut, *tfListener_);
sensor_msgs::PointCloud2 scanOutDeskewed;
if(!pcl_ros::transformPointCloud(msg->header.frame_id, scanOut, scanOutDeskewed, *tfListener_))
{
ROS_ERROR("Cannot transform back projected scan from \"%s\" frame to \"%s\" frame at time %fs.",
fixedFrameId_.c_str(), msg->header.frame_id.c_str(), msg->header.stamp.toSec());
return;
}
pubScan_.publish(scanOutDeskewed);
}
void callbackCloud(const sensor_msgs::PointCloud2ConstPtr & msg)
{
sensor_msgs::PointCloud2 msgDeskewed;
if(deskew(*msg, msgDeskewed, fixedFrameId_, *tfListener_, waitForTransformDuration_, slerp_))
{
pubCloud_.publish(msgDeskewed);
}
else
{
// Just republish the msg to not breakdown downstream
// A warning should be already shown (see deskew() source code)
ROS_WARN("deskewing failed! returning possible skewed cloud!");
pubCloud_.publish(msg);
}
}
private:
ros::Publisher pubScan_;
ros::Publisher pubCloud_;
ros::Subscriber subScan_;
ros::Subscriber subCloud_;
std::string fixedFrameId_;
double waitForTransformDuration_;
bool slerp_;
tf::TransformListener * tfListener_;
};
PLUGINLIB_EXPORT_CLASS(rtabmap_ros::LidarDeskewing, nodelet::Nodelet);
}