roadSurface

Extract road surface information from point cloud data using road reference line

Since R2025b

Description

The roadSurface object extracts road surface information from point cloud data. The object stores the surface information of a road specified using a road reference line and the road width from the road reference line.

Creation

Syntax

rsObj = roadSurface(roadData,roadRefLine,roadWidthFromRefLine,gridResolution)

rsObj = roadSurface(filename)

rsObj = roadSurface(___,Name=Value)

Description

rsObj = roadSurface(roadData,roadRefLine,roadWidthFromRefLine,gridResolution) creates a roadSurface object, rsObj, for a road in the point cloud data roadData. The roadSurface object contains the surface information of the road, specified by the road reference line roadRefLine and road width from the reference line roadWidthFromRefLine, with a grid resolution gridResolution.

rsObj = roadSurface(filename) creates a road surface object from the specified ASAM OpenCRG^® file filename.

rsObj = roadSurface(___,Name=Value) sets writable properties using one or more name-value arguments, in addition to any combination of input arguments from the previous syntaxes. For example, InterpolationMethod="linear" specifies the linear interpolation method for interpolating the missing point cloud data.

Note

This feature requires the Scenario Builder for Automated Driving Toolbox™ support package. You can install the Scenario Builder for Automated Driving Toolbox support package from the Add-On Explorer. For more information about installing add-ons, see Get and Manage Add-Ons.

Input Arguments

roadData — Lidar point cloud data

pointCloud object | M-by-3 matrix

Lidar point cloud data, specified as a pointCloud object or an M-by-3 matrix.

If you specify an M-by-3 matrix, each row specifies the x-, y-, and z-coordinates of a point in the point cloud.

The roadData you specify must contain data for the road you specify using the roadRefLine and roadWidthFromRefLine input arguments.

roadRefLine — Road reference line

N-by-3 matrix | N-by-2 matrix | trajectory object

Road reference line, specified as an N-by-3 matrix, N-by-2 matrix, or a Trajectory object. N is the number of waypoints.

If you specify an N-by-3 matrix, each row represents the x-, y-, and z-coordinates of a waypoint.

If you specify an N-by-2 matrix, each row represents the x- and y-coordinates of a waypoint.

Waypoints are in the world coordinate system in the ENU frame of reference. Units are in meters.

This argument sets the RoadReferenceLine property.

roadWidthFromRefLine — Width of road from road reference line

scalar | two-element vector

Width of the road from the road reference line, specified as a scalar or a two-element vector of the form [a b]. The values of a and b represent the width of the road from the road reference line on the left and right sides, respectively. Units are in meters.

If you specify a scalar, the value represents the width of the road from the road reference line on each side.

This argument sets the RoadWidthFromRefLine property.

Data Types: double

gridResolution — Grid resolution for representing road surface

scalar | two-element vector

Grid resolution for representing the road surface, specified as a scalar or a two-element vector of the form [longitudinalResolution lateralResolution]. Units are in meters.

If you specify a scalar, the object uses the same value for both longitudinalResolution and lateralResolution.

This argument sets the LongitudinalResolution and LateralResolution properties.

Data Types: double

filename — ASAM OpenCRG filename

string scalar | character vector

ASAM OpenCRG filename, specified as a string scalar or a character vector.

You can specify filename as the absolute or relative path to a file with the .crg extension. For example, if the file myFile.crg is in your current folder, C:\myFolder, you can specify the ASAM OpenCRG file as "myFile.crg" or "C:\myFolder\myFile.crg".

Data Types: string | char

Name-Value Arguments

Specify optional pairs of arguments as Name1=Value1,...,NameN=ValueN, where Name is the argument name and Value is the corresponding value. Name-value arguments must appear after other arguments, but the order of the pairs does not matter.

Example: roadSurface(roadData,roadRefLine,roadWidthFromRefLine,gridResolution,InterpolationMethod="linear") specifies to use linear interpolation to interpolate the missing point cloud data.

InterpolationMethod — Interpolation method

"nearest" (default) | "linear" | "natural"

Interpolation method, specified as one of these options.

Interpolation Method	Description	Continuity
"nearest"	Nearest neighbor interpolation	Discontinuous
"linear"	Linear interpolation	C0
"natural"	Natural neighbor interpolation	C1 (except at sample points)

The object interpolates the road surface data for missing point cloud values at curved grid locations.

This argument sets the InterpolationMethod property.

Data Types: char | string

ExtrapolationMethod — Extrapolation method

"nearest" (default) | "linear" | "boundary" | "none"

Extrapolation method, specified as one of these options.

Extrapolation Method	Description
"nearest"	Nearest neighbor extrapolation. This method evaluates to the value of the nearest neighbor.
"linear"	Linear extrapolation based on boundary gradients.
"boundary"	Boundary extrapolation. This method extends the values on the interpolation boundary into the extrapolation domain.
"none"	No extrapolation. Any queries outside the convex hull of roadData return NaN.

The object extrapolates the road surface data at curve grid locations outside the convex hull of point cloud data.

This argument sets the ExtrapolationMethod property.

Data Types: char | string

LocalOrigin — Anchor of road trajectory

[] (default) | three-element row vector

Anchor of the road trajectory, specified as a three-element row vector of the form [latitude longitude altitude]. Units of latitude and longitude are in degrees, and units of altitude are in meters.

The LocalOrigin value defines the anchor of the trajectory of the specified road in the local coordinate system.

For a trajectory created from sensor data other than GPS data, the LocalOrigin value defines the origin of the local Cartesian coordinate system, specified as a three-element row vector of the form [x y z]. Units are in meters.

This argument sets the LocalOrigin property.

Data Types: double

NormalizeElevation — Normalize road elevation values

true or 1 (default) | false or 0

Normalize road elevation values, specified as a logical 1 (true) or 0 (false).

By default, the roadSurface object normalizes the road elevation values with respect to the reference line of the road surface. You can use the normalized ASAM OpenCRG data to import it into an ASAM OpenDRIVE^® road network in attached mode. For more information on CRG modes, see the Parameters (RoadRunner) section of the RoadRunner Road CRG Tool.

This argument sets the HasNormalizedElevation property.

Data Types: logical

ShowProgress — Show progress bar

true or 1 (default) | false or 0

Show progress bar, specified as a logical 1 (true) or 0 (false). Specify true to display a progress bar for road surface evaluation. Otherwise, specify false.

Output Arguments

rsObj — Road surface object

roadSurface object

Road surface object, returned as a roadSurface object.

Properties

RoadReferenceLine — Road reference line

N-by-2 matrix | N-by-3 matrix | trajectory object

This property is read-only after object creation. To set this property, use the roadRefLine argument when calling the roadSurface function.

Road reference line, represented as an N-by-2 matrix, N-by-3 matrix, or a Trajectory object. N is the number of waypoints.

If you specify an N-by-2 matrix, each row represents the x- and y-coordinates of a waypoint.

If you specify an N-by-3 matrix, each row represents the x-, y-, and z-coordinates of a waypoint.

Waypoints are in the world coordinate system in the ENU frame of reference. Units are in meters.

LateralResolution — Resolution of road surface along lateral direction of road reference line

scalar

This property is read-only after object creation. To set this property, use the gridResolution argument when calling the roadSurface function, or use the updateGridResolution object function.

Resolution of the road surface along the lateral direction of the road reference line, represented as a scalar.

Data Types: double

LongitudinalResolution — Resolution of road surface along longitudinal direction of road reference line

scalar

This property is read-only after object creation. To set this property, use the gridResolution argument when calling the roadSurface function, or use the updateGridResolution object function.

Resolution of the road surface along the longitudinal direction of the road reference line, represented as a scalar.

Data Types: double

RoadWidthFromRefLine — Width of road from road reference line

two-element vector

This property is read-only after object creation. To set this property, use the roadWidthFromRefLine argument when calling the roadSurface function.

Width of the road from the road reference line, represented as a two-element vector of the form [a b]. The values of a and b represent the width of the road from the road reference line on the left and right sides, respectively. Units are in meters.

Data Types: double

LocalOrigin — Anchor of road trajectory

[] (default) | three-element row vector

Anchor of the road trajectory, specified as a three-element row vector of the form [latitude longitude altitude]. Units of latitude and longitude are in degrees, and units of altitude are in meters.

The LocalOrigin value defines the anchor of the trajectory of the specified road in the local coordinate system.

For a trajectory created from sensor data other than GPS data, the LocalOrigin value defines the origin of the local Cartesian coordinate system, specified as a three-element row vector of the form [x y z]. Units are in meters.

Data Types: double

InterpolationMethod — Interpolation method

"nearest" (default) | "linear" | "natural"

This property is read-only after object creation. To set this property, use the InterpolationMethod name-value argument when calling the roadSurface function.

Interpolation method, specified as one of these options.

Interpolation Method	Description	Continuity
"nearest"	Nearest neighbor interpolation	Discontinuous
"linear"	Linear interpolation	C0
"natural"	Natural neighbor interpolation	C1 (except at sample points)

The object interpolates the road surface data for missing point cloud values at curved grid locations.

Data Types: string

ExtrapolationMethod — Extrapolation method

"nearest" (default) | "linear" | "boundary" | "none"

This property is read-only after object creation. To set this property, use the ExtrapolationMethod name-value argument when calling the roadSurface function.

Extrapolation method, specified as one of these options.

Extrapolation Method	Description
"nearest"	Nearest neighbor extrapolation. This method evaluates to the value of the nearest neighbor.
"linear"	Linear extrapolation based on boundary gradients.
"boundary"	Boundary extrapolation. This method extends the values on the interpolation boundary into the extrapolation domain.
"none"	No extrapolation. Any queries outside the convex hull of roadData return NaN.

The object extrapolates the road surface data at curve grid locations outside the convex hull of point cloud data.

Data Types: string

HasNormalizedElevation — Normalize road elevation values

true or 1 (default) | false or 0

Normalize road elevation values, specified as a logical 1 (true) or 0 (false).

By default, the roadSurface object normalizes the road elevation values with respect to the reference line of the road surface. You can use the normalized ASAM OpenCRG data to import it into an ASAM OpenDRIVE road network in attached mode. For more information on CRG modes, see the Parameters (RoadRunner) section of the RoadRunner Road CRG Tool.

Data Types: logical

Object Functions

updateGridResolution	Update grid resolution of road surface data
exportToASAMOpenCRG	Export road surface object to ASAM OpenCRG format
evaluate	Extract elevation values of road surface data for location queries
getRoadBoundaries	Extract road boundaries from road surface data
getCurvedGridPointCloud	Extract curved regular grid of road surface data as point cloud object
show	Display road surface from road surface object

Examples

Generate Road Surface Object from Point Cloud Data

Load point cloud data and a road reference line into the workspace.

Note: The point cloud data must contain the road information for the specified road reference line.

data = load("roadSurfaceData.mat","ptCld","roadRefLine");
ptCld = data.ptCld;
roadRefLine = data.roadRefLine;

Specify the width of the road from the reference line as 4 meters on the left and 3 meters on the right.

roadWidthFromRefLine = [4 3];

Specify the resolution of the road surface as 1 cm each in the longitudinal and lateral directions.

gridResolution = [0.01 0.01];

Create a road surface object.

rsObj = roadSurface(ptCld,roadRefLine,roadWidthFromRefLine,gridResolution)

rsObj = 
  roadSurface with properties:

         RoadReferenceLine: [6×2 double]
         LateralResolution: 0.0100
    LongitudinalResolution: 0.0100
      RoadWidthFromRefLine: [4 3]
       InterpolationMethod: "nearest"
       ExtrapolationMethod: "nearest"
               LocalOrigin: []
    HasNormalizedElevation: 1

Visualize the road surface.

show(rsObj)

Generate Road Surface Object From Point Cloud Data Without Normalized Elevation

Load point cloud data and a road reference line.

Note: The point cloud data must contain the road information for the specified road reference line.

data = load("roadSurfaceData.mat","ptCld","roadRefLine");
ptCld = data.ptCld;
roadRefLine = data.roadRefLine;

Specify the width of the road from reference line as 4 meters from left and 3 meters from right.

roadWidthFromRefLine = [4 3];

Specify the resolution of the road surface as 1 cm in each longitudinal and lateral direction.

gridResolution = [0.01 0.01];

Create a road surface object without normalized elevation.

rsObj = roadSurface(ptCld,roadRefLine,roadWidthFromRefLine,gridResolution,NormalizeElevation=false)

rsObj = 
  roadSurface with properties:

         RoadReferenceLine: [6×2 double]
         LateralResolution: 0.0100
    LongitudinalResolution: 0.0100
      RoadWidthFromRefLine: [4 3]
       InterpolationMethod: "nearest"
       ExtrapolationMethod: "nearest"
               LocalOrigin: []
    HasNormalizedElevation: 0

Visualize the road surface.

show(rsObj)

Version History

Introduced in R2025b