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v.outlier(1grass)           GRASS GIS User's Manual          v.outlier(1grass)

NAME
       v.outlier  - Removes outliers from vector point data.

KEYWORDS
       vector, statistics, extract, select, filter, LIDAR

SYNOPSIS
       v.outlier
       v.outlier --help
       v.outlier   [-e]   input=name   output=name  outlier=name   [qgis=name]
       [ew_step=float]   [ns_step=float]   [lambda=float]    [threshold=float]
       [filter=string]     [--overwrite]    [--help]   [--verbose]   [--quiet]
       [--ui]

   Flags:
       -e
           Estimate point density and distance
           Estimate point density and distance for  the  input  vector  points
           within the current region extends and quit

       --overwrite
           Allow output files to overwrite existing files

       --help
           Print usage summary

       --verbose
           Verbose module output

       --quiet
           Quiet module output

       --ui
           Force launching GUI dialog

   Parameters:
       input=name [required]
           Name of input vector map
           Or data source for direct OGR access

       output=name [required]
           Name for output vector map

       outlier=name [required]
           Name for output outlier vector map

       qgis=name
           Name for vector map for visualization in QGIS

       ew_step=float
           Length of each spline step in the east-west direction
           Default: 10 * east-west resolution

       ns_step=float
           Length of each spline step in the north-south direction
           Default: 10 * north-south resolution

       lambda=float
           Tykhonov regularization weight
           Default: 0.1

       threshold=float
           Threshold for the outliers
           Default: 50

       filter=string
           Filtering option
           Options: both, positive, negative
           Default: both

DESCRIPTION
       v.outlier removes outliers in a 3D point cloud. By default, the outlier
       identification is done by a bicubic spline interpolation of the  obser-
       vation  with  a  high  regularization parameter and a low resolution in
       south-north and east-west directions. Those points that  differ  in  an
       absolute  value more than the given threshold from a fixed value, reck-
       oned from its surroundings by the interpolation, are considered  as  an
       outlier, and hence are removed.

       The  filter option specifies if all outliers will be removed (default),
       or only positive or only negative outliers. Filtering out only positive
       outliers can be useful to filter out vegetation returns (e.g. from for-
       est canopies) from LIDAR point clouds, in order to extract Digital Ter-
       rain  Models. Filtering out only negative outliers can be useful to es-
       timate vegetation height.

       There is a flag to create a vector that can be  visualizated  by  qgis.
       That means that topology is build and the z coordinate is considered as
       a category.

EXAMPLES
   Basic outlier removal
       v.outlier input=vector_map output=vector_output outlier=vector_outlier thres_O=25
       In this case, a basic outlier removal is done with a threshold of 25 m.

   Basic outlier removal
       v.outlier input=vector_map output=vector_output outlier=vector_outlier qgis=vector_qgis
       Now, the outlier removal uses the default threshold and there  is  also
       an    output    vector    available    for    visualizaton    in   QGIS
       (http://www.qgis.org).

   North carolina location example
       v.outlier input=elev_lid792_bepts output=elev_lid792_bepts_nooutliers \
         outlier=elev_lid792_bepts_outliers ew_step=5 ns_step=5 thres_o=0.1

NOTES
       This module is designed to work with LIDAR data,  so  not  topology  is
       built but in the QGIS output.

SEE ALSO
       v.surf.bspline

AUTHORS
       Original version of the program in GRASS 5.4:
       Maria  Antonia Brovelli, Massimiliano Cannata, Ulisse Longoni and Mirko
       Reguzzoni
       Updates for GRASS 6:
       Roberto Antolin

SOURCE CODE
       Available at: v.outlier source code (history)

       Accessed: unknown

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       © 2003-2022 GRASS Development Team, GRASS GIS 7.8.7 Reference Manual

GRASS 7.8.7                                                  v.outlier(1grass)

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