A new software for classification of 3D point clouds
Posted: Thu May 10, 2012 8:15 am
Hi everyone,
I'm note sure if it's the right place to post this information (Daniel, feel free to move the topic or even cancel it if you find it's innapropriate). With Nicolas Brodu, we have developped an open source software that automatically classifies 3D point clouds according to their loacl geometrical properties. One of its main application is the automatic classification of vegetation, but it is more generic than that. While it's independent of CC for operation, we use CC all the time for point cloud vizualisation as well as point cloud segmentation according to scalar. If you're interested in this software you can download it at Nicola's Brodu website :
http://nicolas.brodu.numerimoire.net/en ... index.html (linux and windows binaries, as well as source code)
and find a user guide and various tutorial on my freshly launched website :
http://www.geosciences.univ-rennes1.fr/ ... rticle1125
The reason that I've placed this in the "requests, new functionalities", is that if many people are interested in this classification software we could try to find a way for a simplified version to make its way into CC. There are 2 different aspects in the software suite :
. The classifier construction which would remain a standalone command line application because it's not really often used (once you're happy with your classifier to separate trees from ground, or grass from roads, you don't want to change it everyday).
. And the classification of point cloud according to existing classifiers. This part could make its way into CC as in that case, CC just need to estimate the multiscale dimensionality characteristics of the point cloud (it is based on a PCA done within a search radiusat various scales) and apply the probabilistic classification according to the classifier that would be given as an input file (or very successfull classifiers could stay permanently as options in the CC plugin).
Anyway, this is just in case people are interested in this kind of algorithm...
I'm note sure if it's the right place to post this information (Daniel, feel free to move the topic or even cancel it if you find it's innapropriate). With Nicolas Brodu, we have developped an open source software that automatically classifies 3D point clouds according to their loacl geometrical properties. One of its main application is the automatic classification of vegetation, but it is more generic than that. While it's independent of CC for operation, we use CC all the time for point cloud vizualisation as well as point cloud segmentation according to scalar. If you're interested in this software you can download it at Nicola's Brodu website :
http://nicolas.brodu.numerimoire.net/en ... index.html (linux and windows binaries, as well as source code)
and find a user guide and various tutorial on my freshly launched website :
http://www.geosciences.univ-rennes1.fr/ ... rticle1125
The reason that I've placed this in the "requests, new functionalities", is that if many people are interested in this classification software we could try to find a way for a simplified version to make its way into CC. There are 2 different aspects in the software suite :
. The classifier construction which would remain a standalone command line application because it's not really often used (once you're happy with your classifier to separate trees from ground, or grass from roads, you don't want to change it everyday).
. And the classification of point cloud according to existing classifiers. This part could make its way into CC as in that case, CC just need to estimate the multiscale dimensionality characteristics of the point cloud (it is based on a PCA done within a search radiusat various scales) and apply the probabilistic classification according to the classifier that would be given as an input file (or very successfull classifiers could stay permanently as options in the CC plugin).
Anyway, this is just in case people are interested in this kind of algorithm...