Welcome to cLASpy_T 0.2.1 documentation!

cLASpy_T means ‘Tools for classification of LAS file with python and machine learning algorithms’ or classification LAS python Tools.

cLASpy_T uses scikit-learn machine learning algorithms to classify 3D point clouds, such as LiDAR or Photogrammetric point clouds. Data must be provided in LAS ou CSV files. Other formats should be supported later (GEOTIFF or PLY), and other machine learning project too (TensorFlow).

Purpose of cLASpy_T

cLASpy_T was developped to friendly use machine learning algorithms to classify or segment 3D point clouds.

Roughly, the software formats the input point clouds provided by LAS or CSV files to pandas DataFrame to be compatible with Python machine learning algorythms, such as scikit-learn or TensorFlow. cLASpy_T writes the output classified point cloud in the same format of the input data, i.e. LAS or CSV.

Contents:

• Installation
  • Install Python 3
  • Install cLASpy_T on Linux
    • Get cLASpy_T source code
    • Create a Virtual Environment
    • Install all dependencies
  • Install cLASpy_T on Windows
    • Get cLASpy_T source code
    • Create a Virtual Environment
    • Install all dependencies
• Usages
  • Command line
    • ‘train’ module
    • ‘predict’ module
    • ‘segment’ module
  • cLASpy_GUI
• Tutorials

License

CeCILL FREE SOFTWARE LICENSE AGREEMENT

Version 2.1 dated 2013-06-21

Notice

This Agreement is a Free Software license agreement that is the result of discussions between its authors in order to ensure compliance with the two main principles guiding its drafting:

• firstly, compliance with the principles governing the distribution of Free Software: access to source code, broad rights granted to users,

• secondly, the election of a governing law, French law, with which it is conformant, both as regards the law of torts and intellectual property law, and the protection that it offers to both authors and holders of the economic rights over software.

The authors of the CeCILL (for Ce[a] C[nrs] I[nria] L[ogiciel] L[ibre]) license are:

Commissariat à l’énergie atomique et aux énergies alternatives - CEA, a public scientific, technical and industrial research establishment, having its principal place of business at 25 rue Leblanc, immeuble Le Ponant D, 75015 Paris, France.

Centre National de la Recherche Scientifique - CNRS, a public scientific and technological establishment, having its principal place of business at 3 rue Michel-Ange, 75794 Paris cedex 16, France.

Institut National de Recherche en Informatique et en Automatique - Inria, a public scientific and technological establishment, having its principal place of business at Domaine de Voluceau, Rocquencourt, BP 105, 78153 Le Chesnay cedex, France.

(See the ‘license_en.txt’ file)

Indices and tables

• Index

• Module Index

• Search Page