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I am interfacing with a Sick LMS100 laser scanner and I am having problems filtering small objects (such as grass clippings). Are there any tools built into ROS that I could use to filter these objects out easily? If not, what would be the best method for filtering the objects out of the scans?
I've had some success doing this by using PointCloud Library's built-in functions, namely Statistical Outlier Removal. It really depends where the majority of your points lie. If there's a lot of grass, this won't work as well. If the grass is sparse, this method could definitely improve your performance. Radial Outlier Removal might also work.
EDIT:
In order to get a ROS sensor_msgs/PointCloud2 to a pcl cloud, use the following code:
sensor_msgs::PointCloud2 cloud_in;
pcl::PointCloud<pcl::PointXYZ>::Ptr cloud(new pcl::PointCloud<pcl::PointXYZ>);
pcl::fromROSMsg(cloud_in, *cloud);
The cloud variable will now contain a pcl cloud that you can use with the PCL built-in functions.
This looks like it could work. How do you suggest I implement it? I looked at the PCL page for ROS and the functions to convert from an ROS PointCloud to a PCL PointCloud and back are deprecated. Am I missing something?
Use the fuction pcl::fromROSMsg(). The docs might be misleading. This function is not deprecated. The fuction point_cloud::fromMsg() is, but not pcl::fromROSMsg().
Thanks again. If the fromMsg is deprecated, how do I convert the pcl::PointCloud back to a PointCloud2?
pcl::toROSMsg() does the opposite of pcl::fromROSMsg()
I've never found a solution to that problem.
The grass stops the laser, it gives a return, it looks like a solid object.
EDIT:
Thanks for the clarification. We have used obstacle grids to filter out intermittent noise with fair success.
I know that if the grass isn't cut it will look like a wall. I am talking about if the area has been freshly mowed and also on a windy day, the grass clippings are flying around in front of the laser. They appear as random small objects.
Asked: 2012-02-22 13:16:49 -0500
Seen: 600 times
Last updated: Feb 23 '12
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