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mrpt::slam::CObservation3DRangeScan Class Reference

Detailed Description

Declares a class derived from "CObservation" that encapsules a 3D range scan measurement (e.g.

from a time of flight range camera). This kind of observations can carry one or more of these data fields:

The coordinates of the 3D point cloud are in meters with respect to the depth camera origin of coordinates (in SwissRanger, the front face of the camera: a small offset ~1cm in front of the physical focal point), with the +X axis pointing forward, +Y pointing left-hand and +Z pointing up. The field CObservation3DRangeScan::relativePoseIntensityWRTDepth describes the change of coordinates from the depth camera to the intensity (RGB or grayscale) camera. In a SwissRanger camera both cameras coincide, so this pose is just a rotation (0,0,0,-90deg,0,-90deg). But in Microsoft Kinect there is also an offset, as shown in this figure:

CObservation3DRangeScan_figRefSystem.png

In any case, check the field relativePoseIntensityWRTDepth, or the method doDepthAndIntensityCamerasCoincide() to determine if both frames of reference coincide, since even for Kinect cameras both can coincide if the images have been rectified.

The 2D images and matrices are stored as common images, with an up->down rows order and left->right, as usual. Optionally, the intensity and confidence channels can be set to delayed-load images for off-rawlog storage so it saves memory by having loaded in memory just the needed images. See the methods load() and unload(). Due to the intensive storage requirements of this kind of observations, this observation is the only one in MRPT for which it's recommended to always call "load()" and "unload()" before and after using the observation, *ONLY* when the observation was read from a rawlog dataset, in order to make sure that all the externally stored data fields are loaded and ready in memory.

Classes that grab observations of this type are:

There are two sets of calibration parameters:

In some cameras, like SwissRanger, both are the same. Also, it is possible in Kinect to rectify the range images such both cameras seem to coincide and then both sets of camera parameters will be identical.

Range data can be interpreted in two different ways depending on the 3D camera (this field is already set to the correct setting when grabbing observations from an mrpt::hwdrivers sensor):

3D point clouds can be generated at any moment after grabbing with CObservation3DRangeScan::project3DPointsFromDepthImage()

Note:
Starting at serialization version 2 (MRPT 0.9.1+), the confidence channel is stored as an image instead of a matrix to optimize memory and disk space.
Starting at serialization version 3 (MRPT 0.9.1+), the 3D point cloud and the rangeImage can both be stored externally to save rawlog space.
Starting at serialization version 5 (MRPT 0.9.5+), the new field range_is_depth.
See also:
mrpt::hwdrivers::CSwissRanger3DCamera, mrpt::hwdrivers::CKinect, CObservation

#include <mrpt/slam/CObservation3DRangeScan.h>

Inheritance diagram for mrpt::slam::CObservation3DRangeScan:
Inheritance graph
[legend]

List of all members.

Public Member Functions

 CObservation3DRangeScan ()
 Default constructor.
virtual ~CObservation3DRangeScan ()
 Destructor.
void project3DPointsFromDepthImage (const bool PROJ3D_USE_LUT=true)
 Compute the 3D points coordinates from the depth image (rangeImage) and the depth camera camera parameters (cameraParams).
void resizePoints3DVectors (const size_t nPoints)
 Use this method instead of resizing all three points3D_x, points3D_y & points3D_z to allow the usage of the internal memory pool.
bool points3D_isExternallyStored () const
std::string points3D_getExternalStorageFile () const
void points3D_getExternalStorageFileAbsolutePath (std::string &out_path) const
std::string points3D_getExternalStorageFileAbsolutePath () const
void points3D_convertToExternalStorage (const std::string &fileName, const std::string &use_this_base_dir)
 Users won't normally want to call this, it's only used from internal MRPT programs.
void rangeImage_setSize (const int HEIGHT, const int WIDTH)
 Similar to calling "rangeImage.setSize(H,W)" but this method provides memory pooling to speed-up the memory allocation.
bool rangeImage_isExternallyStored () const
std::string rangeImage_getExternalStorageFile () const
void rangeImage_getExternalStorageFileAbsolutePath (std::string &out_path) const
std::string rangeImage_getExternalStorageFileAbsolutePath () const
void rangeImage_convertToExternalStorage (const std::string &fileName, const std::string &use_this_base_dir)
 Users won't normally want to call this, it's only used from internal MRPT programs.
void rangeImage_forceResetExternalStorage ()
 Forces marking this observation as non-externally stored - it doesn't anything else apart from reseting the corresponding flag (Users won't normally want to call this, it's only used from internal MRPT programs)
bool doDepthAndIntensityCamerasCoincide () const
 Return true if relativePoseIntensityWRTDepth equals the pure rotation (0,0,0,-90deg,0,-90deg) (with a small comparison epsilon)
void getSensorPose (CPose3D &out_sensorPose) const
 A general method to retrieve the sensor pose on the robot.
void setSensorPose (const CPose3D &newSensorPose)
 A general method to change the sensor pose on the robot.
void swap (CObservation3DRangeScan &o)
 Very efficient method to swap the contents of two observations.
void getZoneAsObs (CObservation3DRangeScan &obs, const unsigned int &r1, const unsigned int &r2, const unsigned int &c1, const unsigned int &c2)
template<class METRICMAP >
bool insertObservationInto (METRICMAP *theMap, const CPose3D *robotPose=NULL) const
 This method is equivalent to:
void getSensorPose (mrpt::math::TPose3D &out_sensorPose) const
 A general method to retrieve the sensor pose on the robot.
void setSensorPose (const mrpt::math::TPose3D &newSensorPose)
 A general method to change the sensor pose on the robot.
mrpt::utils::CObjectPtr duplicateGetSmartPtr () const
 Returns a copy of the object, indepently of its class, as a smart pointer (the newly created object will exist as long as any copy of this smart pointer).
CObjectclone () const
 Cloning interface for smart pointers.
Delayed-load manual control methods.
virtual void load () const
 Makes sure all images and other fields which may be externally stored are loaded in memory.
virtual void unload ()
 Unload all images, for the case they being delayed-load images stored in external files (othewise, has no effect).

Static Public Member Functions

static double recoverCameraCalibrationParameters (const CObservation3DRangeScan &in_obs, mrpt::utils::TCamera &out_camParams, const double camera_offset=0.01)
 A Levenberg-Marquart-based optimizer to recover the calibration parameters of a 3D camera given a range (depth) image and the corresponding 3D point cloud.

Public Attributes

bool hasPoints3D
 true means the field points3D contains valid data.
std::vector< float > points3D_x
 If hasPoints3D=true, the X coordinates of the 3D point cloud detected by the camera.
std::vector< float > points3D_y
 If hasPoints3D=true, the Y coordinates of the 3D point cloud detected by the camera.
std::vector< float > points3D_z
 If hasPoints3D=true, the Z coordinates of the 3D point cloud detected by the camera.
bool hasRangeImage
 true means the field rangeImage contains valid data
mrpt::math::CMatrix rangeImage
 If hasRangeImage=true, a matrix of floats with the range data as captured by the camera (in meters)
bool range_is_depth
 true: Kinect-like ranges: entries of rangeImage are distances along the +X axis; false: Ranges in rangeImage are actual distances in 3D.
bool hasIntensityImage
 true means the field intensityImage contains valid data
mrpt::utils::CImage intensityImage
 If hasIntensityImage=true, a color or gray-level intensity image of the same size than "rangeImage".
bool hasConfidenceImage
 true means the field confidenceImage contains valid data
mrpt::utils::CImage confidenceImage
 If hasConfidenceImage=true, an image with the "confidence" value [range 0-255] as estimated by the capture drivers.
mrpt::utils::TCamera cameraParams
 Projection parameters of the depth camera.
mrpt::utils::TCamera cameraParamsIntensity
 Projection parameters of the intensity (graylevel or RGB) camera.
mrpt::poses::CPose3D relativePoseIntensityWRTDepth
 Relative pose of the intensity camera wrt the depth camera (which is the coordinates origin for this observation).
float maxRange
 The maximum range allowed by the device, in meters (e.g. 8.0m, 5.0m,...)
CPose3D sensorPose
 The 6D pose of the sensor on the robot.
float stdError
 The "sigma" error of the device in meters, used while inserting the scan in an occupancy grid.
Data common to any observation
mrpt::system::TTimeStamp timestamp
 The associated time-stamp.
std::string sensorLabel
 An arbitrary label that can be used to identify the sensor.

Static Public Attributes

static const
mrpt::utils::TRuntimeClassId 
classCObject
RTTI stuff
static const
mrpt::utils::TRuntimeClassId 
classCSerializable

Protected Member Functions

void swap (CObservation &o)
 Swap with another observation, ONLY the data defined here in the base class CObservation. It's protected since it'll be only called from child classes that should know what else to swap appart from these common data.
virtual void writeToStream (mrpt::utils::CStream &out, int *getVersion) const =0
 Introduces a pure virtual method responsible for writing to a CStream.
virtual void readFromStream (mrpt::utils::CStream &in, int version)=0
 Introduces a pure virtual method responsible for loading from a CStream This can not be used directly be users, instead use "stream >> object;" for reading it from a stream or "stream >> object_ptr;" if the class is unknown apriori.

Protected Attributes

bool m_points3D_external_stored
 If set to true, m_points3D_external_file is valid.
std::string m_points3D_external_file
 3D points are in CImage::IMAGES_PATH_BASE+<this_file_name>
bool m_rangeImage_external_stored
 If set to true, m_rangeImage_external_file is valid.
std::string m_rangeImage_external_file
 rangeImage is in CImage::IMAGES_PATH_BASE+<this_file_name>

RTTI stuff

static const
mrpt::utils::TRuntimeClassId 
classCObservation
class mrpt::utils::CStream

RTTI stuff

typedef CObservation3DRangeScanPtr SmartPtr
static mrpt::utils::CLASSINIT _init_CObservation3DRangeScan
static mrpt::utils::TRuntimeClassId classCObservation3DRangeScan
static const
mrpt::utils::TRuntimeClassId
classinfo
static const
mrpt::utils::TRuntimeClassId
_GetBaseClass ()
virtual const
mrpt::utils::TRuntimeClassId
GetRuntimeClass () const
 Returns information about the class of an object in runtime.
virtual mrpt::utils::CObjectduplicate () const
 Returns a copy of the object, indepently of its class.
static mrpt::utils::CObjectCreateObject ()
static CObservation3DRangeScanPtr Create ()

Member Typedef Documentation

A typedef for the associated smart pointer

Definition at line 107 of file CObservation3DRangeScan.h.


Constructor & Destructor Documentation

mrpt::slam::CObservation3DRangeScan::CObservation3DRangeScan ( )

Default constructor.

virtual mrpt::slam::CObservation3DRangeScan::~CObservation3DRangeScan ( ) [virtual]

Destructor.


Member Function Documentation

static const mrpt::utils::TRuntimeClassId* mrpt::slam::CObservation3DRangeScan::_GetBaseClass ( ) [static, protected]

Reimplemented from mrpt::slam::CObservation.

CObject* mrpt::utils::CObject::clone ( ) const [inline, inherited]

Cloning interface for smart pointers.

Reimplemented in mrpt::opengl::CRenderizable, and mrpt::opengl::CRenderizableDisplayList.

Definition at line 154 of file CObject.h.

static CObservation3DRangeScanPtr mrpt::slam::CObservation3DRangeScan::Create ( ) [static]
static mrpt::utils::CObject* mrpt::slam::CObservation3DRangeScan::CreateObject ( ) [static]
bool mrpt::slam::CObservation3DRangeScan::doDepthAndIntensityCamerasCoincide ( ) const

Return true if relativePoseIntensityWRTDepth equals the pure rotation (0,0,0,-90deg,0,-90deg) (with a small comparison epsilon)

See also:
relativePoseIntensityWRTDepth
virtual mrpt::utils::CObject* mrpt::slam::CObservation3DRangeScan::duplicate ( ) const [virtual]

Returns a copy of the object, indepently of its class.

Implements mrpt::utils::CObject.

mrpt::utils::CObjectPtr mrpt::utils::CObject::duplicateGetSmartPtr ( ) const [inline, inherited]

Returns a copy of the object, indepently of its class, as a smart pointer (the newly created object will exist as long as any copy of this smart pointer).

Definition at line 151 of file CObject.h.

virtual const mrpt::utils::TRuntimeClassId* mrpt::slam::CObservation3DRangeScan::GetRuntimeClass ( ) const [virtual]

Returns information about the class of an object in runtime.

Reimplemented from mrpt::slam::CObservation.

void mrpt::slam::CObservation::getSensorPose ( mrpt::math::TPose3D out_sensorPose) const [inherited]

A general method to retrieve the sensor pose on the robot.

Note that most sensors will return a full (6D) CPose3D, but see the derived classes for more details or special cases.

See also:
setSensorPose
void mrpt::slam::CObservation3DRangeScan::getSensorPose ( CPose3D out_sensorPose) const [inline, virtual]

A general method to retrieve the sensor pose on the robot.

Note that most sensors will return a full (6D) CPose3D, but see the derived classes for more details or special cases.

See also:
setSensorPose

Implements mrpt::slam::CObservation.

Definition at line 237 of file CObservation3DRangeScan.h.

void mrpt::slam::CObservation3DRangeScan::getZoneAsObs ( CObservation3DRangeScan obs,
const unsigned int &  r1,
const unsigned int &  r2,
const unsigned int &  c1,
const unsigned int &  c2 
)
template<class METRICMAP >
bool mrpt::slam::CObservation::insertObservationInto ( METRICMAP *  theMap,
const CPose3D robotPose = NULL 
) const [inline, inherited]

This method is equivalent to:

                map->insertObservation(this, robotPose)
Parameters:
theMapThe map where this observation is to be inserted: the map will be updated.
robotPoseThe pose of the robot base for this observation, relative to the target metric map. Set to NULL (default) to use (0,0,0deg)
Returns:
Returns true if the map has been updated, or false if this observations has nothing to do with a metric map (for example, a sound observation).
See also:
CMetricMap, CMetricMap::insertObservation

Definition at line 122 of file CObservation.h.

virtual void mrpt::slam::CObservation3DRangeScan::load ( ) const [virtual]

Makes sure all images and other fields which may be externally stored are loaded in memory.

Note that for all CImages, calling load() is not required since the images will be automatically loaded upon first access, so load() shouldn't be needed to be called in normal cases by the user. If all the data were alredy loaded or this object has no externally stored data fields, calling this method has no effects.

See also:
unload

Reimplemented from mrpt::slam::CObservation.

void mrpt::slam::CObservation3DRangeScan::points3D_convertToExternalStorage ( const std::string fileName,
const std::string use_this_base_dir 
)

Users won't normally want to call this, it's only used from internal MRPT programs.

std::string mrpt::slam::CObservation3DRangeScan::points3D_getExternalStorageFile ( ) const [inline]

Definition at line 176 of file CObservation3DRangeScan.h.

void mrpt::slam::CObservation3DRangeScan::points3D_getExternalStorageFileAbsolutePath ( std::string out_path) const
std::string mrpt::slam::CObservation3DRangeScan::points3D_getExternalStorageFileAbsolutePath ( ) const [inline]

Definition at line 178 of file CObservation3DRangeScan.h.

bool mrpt::slam::CObservation3DRangeScan::points3D_isExternallyStored ( ) const [inline]

Definition at line 175 of file CObservation3DRangeScan.h.

void mrpt::slam::CObservation3DRangeScan::project3DPointsFromDepthImage ( const bool  PROJ3D_USE_LUT = true)

Compute the 3D points coordinates from the depth image (rangeImage) and the depth camera camera parameters (cameraParams).

There exist two set of formulas for projecting the i'th point, depending on the value of "range_is_depth". In all formulas below, "rangeImage" is the matrix of ranges and the pixel coordinates are (r,c).

1) [range_is_depth=true] With "range equals depth" or "Kinect-like depth mode": the range values are in fact distances along the "+X" axis, not real 3D ranges (this is the way Kinect reports ranges):

   x(i) = rangeImage(r,c)
   y(i) = (r_cx - c) * x(i) / r_fx
   z(i) = (r_cy - r) * x(i) / r_fy

2) [range_is_depth=false] With "normal ranges": range means distance in 3D. This must be set when processing data from the SwissRange 3D camera, among others.

   Ky = (r_cx - c)/r_fx
   Kz = (r_cy - r)/r_fy

   x(i) = rangeImage(r,c) / sqrt( 1 + Ky^2 + Kz^2 )
   y(i) = Ky * x(i)
   z(i) = Kz * x(i)
Parameters:
[in]PROJ3D_USE_LUT(Only when range_is_depth=true) Whether to use a Look-up-table (LUT) to speed up the conversion. It's thread safe in all situations except when you call this method from different threads and with different camera parameter matrices. In all other cases, it's a good idea to left it enabled.
Note:
In MRPT < 0.9.5, this method always assumes that ranges were in Kinect-like format.
void mrpt::slam::CObservation3DRangeScan::rangeImage_convertToExternalStorage ( const std::string fileName,
const std::string use_this_base_dir 
)

Users won't normally want to call this, it's only used from internal MRPT programs.

void mrpt::slam::CObservation3DRangeScan::rangeImage_forceResetExternalStorage ( ) [inline]

Forces marking this observation as non-externally stored - it doesn't anything else apart from reseting the corresponding flag (Users won't normally want to call this, it's only used from internal MRPT programs)

Definition at line 203 of file CObservation3DRangeScan.h.

std::string mrpt::slam::CObservation3DRangeScan::rangeImage_getExternalStorageFile ( ) const [inline]

Definition at line 194 of file CObservation3DRangeScan.h.

void mrpt::slam::CObservation3DRangeScan::rangeImage_getExternalStorageFileAbsolutePath ( std::string out_path) const
std::string mrpt::slam::CObservation3DRangeScan::rangeImage_getExternalStorageFileAbsolutePath ( ) const [inline]

Definition at line 196 of file CObservation3DRangeScan.h.

bool mrpt::slam::CObservation3DRangeScan::rangeImage_isExternallyStored ( ) const [inline]

Definition at line 193 of file CObservation3DRangeScan.h.

void mrpt::slam::CObservation3DRangeScan::rangeImage_setSize ( const int  HEIGHT,
const int  WIDTH 
)

Similar to calling "rangeImage.setSize(H,W)" but this method provides memory pooling to speed-up the memory allocation.

virtual void mrpt::utils::CSerializable::readFromStream ( mrpt::utils::CStream in,
int  version 
) [protected, pure virtual, inherited]

Introduces a pure virtual method responsible for loading from a CStream This can not be used directly be users, instead use "stream >> object;" for reading it from a stream or "stream >> object_ptr;" if the class is unknown apriori.

Parameters:
inThe input binary stream where the object data must read from.
versionThe version of the object stored in the stream: use this version number in your code to know how to read the incoming data.
Exceptions:
std::exceptionOn any error, see CStream::ReadBuffer
See also:
CStream

Implemented in mrpt::math::CMatrixD, and mrpt::math::CMatrix.

static double mrpt::slam::CObservation3DRangeScan::recoverCameraCalibrationParameters ( const CObservation3DRangeScan in_obs,
mrpt::utils::TCamera out_camParams,
const double  camera_offset = 0.01 
) [static]

A Levenberg-Marquart-based optimizer to recover the calibration parameters of a 3D camera given a range (depth) image and the corresponding 3D point cloud.

Parameters:
camera_offsetThe offset (in meters) in the +X direction of the point cloud. It's 1cm for SwissRanger SR4000.
Returns:
The final average reprojection error per pixel (typ <0.05 px)
void mrpt::slam::CObservation3DRangeScan::resizePoints3DVectors ( const size_t  nPoints)

Use this method instead of resizing all three points3D_x, points3D_y & points3D_z to allow the usage of the internal memory pool.

void mrpt::slam::CObservation::setSensorPose ( const mrpt::math::TPose3D newSensorPose) [inherited]

A general method to change the sensor pose on the robot.

Note that most sensors will use the full (6D) CPose3D, but see the derived classes for more details or special cases.

See also:
getSensorPose
void mrpt::slam::CObservation3DRangeScan::setSensorPose ( const CPose3D newSensorPose) [inline, virtual]

A general method to change the sensor pose on the robot.

Note that most sensors will use the full (6D) CPose3D, but see the derived classes for more details or special cases.

See also:
getSensorPose

Implements mrpt::slam::CObservation.

Definition at line 243 of file CObservation3DRangeScan.h.

void mrpt::slam::CObservation::swap ( CObservation o) [protected, inherited]

Swap with another observation, ONLY the data defined here in the base class CObservation. It's protected since it'll be only called from child classes that should know what else to swap appart from these common data.

void mrpt::slam::CObservation3DRangeScan::swap ( CObservation3DRangeScan o)

Very efficient method to swap the contents of two observations.

virtual void mrpt::slam::CObservation3DRangeScan::unload ( ) [virtual]

Unload all images, for the case they being delayed-load images stored in external files (othewise, has no effect).

See also:
load

Reimplemented from mrpt::slam::CObservation.

virtual void mrpt::utils::CSerializable::writeToStream ( mrpt::utils::CStream out,
int *  getVersion 
) const [protected, pure virtual, inherited]

Introduces a pure virtual method responsible for writing to a CStream.

This can not be used directly be users, instead use "stream << object;" for writing it to a stream.

Parameters:
outThe output binary stream where object must be dumped.
getVersionIf NULL, the object must be dumped. If not, only the version of the object dump must be returned in this pointer. This enables the versioning of objects dumping and backward compatibility with previously stored data.
Exceptions:
std::exceptionOn any error, see CStream::WriteBuffer
See also:
CStream

Implemented in mrpt::math::CMatrixD, and mrpt::math::CMatrix.


Friends And Related Function Documentation

friend class mrpt::utils::CStream [friend, inherited]

Reimplemented from mrpt::utils::CSerializable.

Definition at line 84 of file CObservation.h.


Member Data Documentation

Definition at line 107 of file CObservation3DRangeScan.h.

Projection parameters of the depth camera.

Definition at line 212 of file CObservation3DRangeScan.h.

Projection parameters of the intensity (graylevel or RGB) camera.

Definition at line 213 of file CObservation3DRangeScan.h.

Definition at line 139 of file CObject.h.

Definition at line 84 of file CObservation.h.

Definition at line 107 of file CObservation3DRangeScan.h.

Definition at line 56 of file CSerializable.h.

Definition at line 107 of file CObservation3DRangeScan.h.

If hasConfidenceImage=true, an image with the "confidence" value [range 0-255] as estimated by the capture drivers.

Definition at line 210 of file CObservation3DRangeScan.h.

true means the field confidenceImage contains valid data

Definition at line 209 of file CObservation3DRangeScan.h.

true means the field intensityImage contains valid data

Definition at line 206 of file CObservation3DRangeScan.h.

true means the field points3D contains valid data.

Definition at line 166 of file CObservation3DRangeScan.h.

true means the field rangeImage contains valid data

Definition at line 186 of file CObservation3DRangeScan.h.

If hasIntensityImage=true, a color or gray-level intensity image of the same size than "rangeImage".

Definition at line 207 of file CObservation3DRangeScan.h.

3D points are in CImage::IMAGES_PATH_BASE+<this_file_name>

Definition at line 111 of file CObservation3DRangeScan.h.

If set to true, m_points3D_external_file is valid.

Definition at line 110 of file CObservation3DRangeScan.h.

rangeImage is in CImage::IMAGES_PATH_BASE+<this_file_name>

Definition at line 114 of file CObservation3DRangeScan.h.

If set to true, m_rangeImage_external_file is valid.

Definition at line 113 of file CObservation3DRangeScan.h.

The maximum range allowed by the device, in meters (e.g. 8.0m, 5.0m,...)

Definition at line 228 of file CObservation3DRangeScan.h.

If hasPoints3D=true, the X coordinates of the 3D point cloud detected by the camera.

See also:
resizePoints3DVectors

Definition at line 167 of file CObservation3DRangeScan.h.

If hasPoints3D=true, the Y coordinates of the 3D point cloud detected by the camera.

See also:
resizePoints3DVectors

Definition at line 168 of file CObservation3DRangeScan.h.

If hasPoints3D=true, the Z coordinates of the 3D point cloud detected by the camera.

See also:
resizePoints3DVectors

Definition at line 169 of file CObservation3DRangeScan.h.

true: Kinect-like ranges: entries of rangeImage are distances along the +X axis; false: Ranges in rangeImage are actual distances in 3D.

Definition at line 188 of file CObservation3DRangeScan.h.

If hasRangeImage=true, a matrix of floats with the range data as captured by the camera (in meters)

See also:
range_is_depth

Definition at line 187 of file CObservation3DRangeScan.h.

Relative pose of the intensity camera wrt the depth camera (which is the coordinates origin for this observation).

In a SwissRanger camera, this will be (0,0,0,-90deg,0,-90deg) since both cameras coincide. In a Kinect, this will include a small lateral displacement and a rotation, according to the drawing on the top of this page.

See also:
doDepthAndIntensityCamerasCoincide

Definition at line 220 of file CObservation3DRangeScan.h.

An arbitrary label that can be used to identify the sensor.

Definition at line 100 of file CObservation.h.

The 6D pose of the sensor on the robot.

Definition at line 229 of file CObservation3DRangeScan.h.

The "sigma" error of the device in meters, used while inserting the scan in an occupancy grid.

Definition at line 230 of file CObservation3DRangeScan.h.

The associated time-stamp.

Definition at line 96 of file CObservation.h.




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