find_marks_and_poseT_find_marks_and_poseFindMarksAndPoseFindMarksAndPosefind_marks_and_pose (Operator)
Name
find_marks_and_poseT_find_marks_and_poseFindMarksAndPoseFindMarksAndPosefind_marks_and_pose
— Extract rectangularly arranged 2D calibration marks from the image and
calculate initial values for the external camera parameters.
Signature
find_marks_and_pose(Image, CalPlateRegion : : CalPlateDescr, StartCamParam, StartThresh, DeltaThresh, MinThresh, Alpha, MinContLength, MaxDiamMarks : RCoord, CCoord, StartPose)
Herror T_find_marks_and_pose(const Hobject Image, const Hobject CalPlateRegion, const Htuple CalPlateDescr, const Htuple StartCamParam, const Htuple StartThresh, const Htuple DeltaThresh, const Htuple MinThresh, const Htuple Alpha, const Htuple MinContLength, const Htuple MaxDiamMarks, Htuple* RCoord, Htuple* CCoord, Htuple* StartPose)
void FindMarksAndPose(const HObject& Image, const HObject& CalPlateRegion, const HTuple& CalPlateDescr, const HTuple& StartCamParam, const HTuple& StartThresh, const HTuple& DeltaThresh, const HTuple& MinThresh, const HTuple& Alpha, const HTuple& MinContLength, const HTuple& MaxDiamMarks, HTuple* RCoord, HTuple* CCoord, HTuple* StartPose)
HTuple HImage::FindMarksAndPose(const HRegion& CalPlateRegion, const HString& CalPlateDescr, const HCamPar& StartCamParam, Hlong StartThresh, Hlong DeltaThresh, Hlong MinThresh, double Alpha, double MinContLength, double MaxDiamMarks, HTuple* CCoord, HPose* StartPose) const
HTuple HImage::FindMarksAndPose(const HRegion& CalPlateRegion, const char* CalPlateDescr, const HCamPar& StartCamParam, Hlong StartThresh, Hlong DeltaThresh, Hlong MinThresh, double Alpha, double MinContLength, double MaxDiamMarks, HTuple* CCoord, HPose* StartPose) const
HTuple HImage::FindMarksAndPose(const HRegion& CalPlateRegion, const wchar_t* CalPlateDescr, const HCamPar& StartCamParam, Hlong StartThresh, Hlong DeltaThresh, Hlong MinThresh, double Alpha, double MinContLength, double MaxDiamMarks, HTuple* CCoord, HPose* StartPose) const
(
Windows only)
HTuple HCamPar::FindMarksAndPose(const HImage& Image, const HRegion& CalPlateRegion, const HString& CalPlateDescr, Hlong StartThresh, Hlong DeltaThresh, Hlong MinThresh, double Alpha, double MinContLength, double MaxDiamMarks, HTuple* CCoord, HPose* StartPose) const
HTuple HCamPar::FindMarksAndPose(const HImage& Image, const HRegion& CalPlateRegion, const char* CalPlateDescr, Hlong StartThresh, Hlong DeltaThresh, Hlong MinThresh, double Alpha, double MinContLength, double MaxDiamMarks, HTuple* CCoord, HPose* StartPose) const
HTuple HCamPar::FindMarksAndPose(const HImage& Image, const HRegion& CalPlateRegion, const wchar_t* CalPlateDescr, Hlong StartThresh, Hlong DeltaThresh, Hlong MinThresh, double Alpha, double MinContLength, double MaxDiamMarks, HTuple* CCoord, HPose* StartPose) const
(
Windows only)
HTuple HPose::FindMarksAndPose(const HImage& Image, const HRegion& CalPlateRegion, const HString& CalPlateDescr, const HCamPar& StartCamParam, Hlong StartThresh, Hlong DeltaThresh, Hlong MinThresh, double Alpha, double MinContLength, double MaxDiamMarks, HTuple* CCoord)
HTuple HPose::FindMarksAndPose(const HImage& Image, const HRegion& CalPlateRegion, const char* CalPlateDescr, const HCamPar& StartCamParam, Hlong StartThresh, Hlong DeltaThresh, Hlong MinThresh, double Alpha, double MinContLength, double MaxDiamMarks, HTuple* CCoord)
HTuple HPose::FindMarksAndPose(const HImage& Image, const HRegion& CalPlateRegion, const wchar_t* CalPlateDescr, const HCamPar& StartCamParam, Hlong StartThresh, Hlong DeltaThresh, Hlong MinThresh, double Alpha, double MinContLength, double MaxDiamMarks, HTuple* CCoord)
(
Windows only)
static void HOperatorSet.FindMarksAndPose(HObject image, HObject calPlateRegion, HTuple calPlateDescr, HTuple startCamParam, HTuple startThresh, HTuple deltaThresh, HTuple minThresh, HTuple alpha, HTuple minContLength, HTuple maxDiamMarks, out HTuple RCoord, out HTuple CCoord, out HTuple startPose)
HTuple HImage.FindMarksAndPose(HRegion calPlateRegion, string calPlateDescr, HCamPar startCamParam, int startThresh, int deltaThresh, int minThresh, double alpha, double minContLength, double maxDiamMarks, out HTuple CCoord, out HPose startPose)
HTuple HCamPar.FindMarksAndPose(HImage image, HRegion calPlateRegion, string calPlateDescr, int startThresh, int deltaThresh, int minThresh, double alpha, double minContLength, double maxDiamMarks, out HTuple CCoord, out HPose startPose)
HTuple HPose.FindMarksAndPose(HImage image, HRegion calPlateRegion, string calPlateDescr, HCamPar startCamParam, int startThresh, int deltaThresh, int minThresh, double alpha, double minContLength, double maxDiamMarks, out HTuple CCoord)
def find_marks_and_pose(image: HObject, cal_plate_region: HObject, cal_plate_descr: str, start_cam_param: Sequence[Union[int, float, str]], start_thresh: int, delta_thresh: int, min_thresh: int, alpha: float, min_cont_length: float, max_diam_marks: float) -> Tuple[Sequence[float], Sequence[float], Sequence[Union[float, int]]]
Description
find_marks_and_posefind_marks_and_poseFindMarksAndPoseFindMarksAndPosefind_marks_and_pose
is used to determine the
input data for a subsequent camera calibration using a calibration plate
with rectangularly arranged marks (see
Calibration or camera_calibrationcamera_calibrationCameraCalibrationCameraCalibrationcamera_calibration
):
First, the 2D center points
[RCoordRCoordRCoordRCoordrcoord
,CCoordCCoordCCoordCCoordccoord
] of the calibration marks within
the region CalPlateRegionCalPlateRegionCalPlateRegioncalPlateRegioncal_plate_region
of the input image ImageImageImageimageimage
are extracted and ordered. Secondly, a rough estimate for
the external camera parameters (StartPoseStartPoseStartPosestartPosestart_pose
) is computed,
i.e., the 3D pose (= position and orientation) of the calibration plate
relative to the camera coordinate system (see create_posecreate_poseCreatePoseCreatePosecreate_pose
for more
information about 3D poses).
In the input image ImageImageImageimageimage
an edge detector is applied
(see edges_imageedges_imageEdgesImageEdgesImageedges_image
, mode 'lanser2') to the region
CalPlateRegionCalPlateRegionCalPlateRegioncalPlateRegioncal_plate_region
,
which can be found by applying the operator find_caltabfind_caltabFindCaltabFindCaltabfind_caltab
.
The filter parameter for this edge detection can be tuned via
AlphaAlphaAlphaalphaalpha
. Use a smaller value for AlphaAlphaAlphaalphaalpha
to achieve
a stronger smoothing effect.
In the edge image closed contours are searched for: The number of
closed contours must correspond to the number of calibration marks
as described in the calibration plate description file
CalPlateDescrCalPlateDescrCalPlateDescrcalPlateDescrcal_plate_descr
and the contours have to be elliptically shaped.
Contours shorter than MinContLengthMinContLengthMinContLengthminContLengthmin_cont_length
are discarded,
just as contours enclosing regions with a diameter larger than
MaxDiamMarksMaxDiamMarksMaxDiamMarksmaxDiamMarksmax_diam_marks
(e.g., the border of the calibration plate).
For the detection of contours a threshold operator is applied
on the resulting amplitudes of the edge detector.
All points with a high amplitude (i.e., borders of marks)
are selected.
First, the threshold value is set to
StartThreshStartThreshStartThreshstartThreshstart_thresh
. If the search for the closed contours or the
successive pose estimate fails, this threshold value is successively
decreased by DeltaThreshDeltaThreshDeltaThreshdeltaThreshdelta_thresh
down to a minimum value of
MinThreshMinThreshMinThreshminThreshmin_thresh
.
Each of the found contours is refined with subpixel accuracy (see
edges_sub_pixedges_sub_pixEdgesSubPixEdgesSubPixedges_sub_pix
) and
subsequently approximated by an ellipse. The center points of these
ellipses represent a good approximation of the desired 2D image coordinates
[RCoordRCoordRCoordRCoordrcoord
,CCoordCCoordCCoordCCoordccoord
] of the calibration mark center points.
The order of the values within these two tuples must correspond to
the order of the 3D coordinates of the calibration marks in the calibration
plate description file CalPlateDescrCalPlateDescrCalPlateDescrcalPlateDescrcal_plate_descr
, since this fixes the
correspondences between extracted image marks and known model marks
(given by caltab_pointscaltab_pointsCaltabPointsCaltabPointscaltab_points
)! If a
triangular orientation mark is defined in a corner of the plate by the
plate description file (see gen_caltabgen_caltabGenCaltabGenCaltabgen_caltab
), the mark will be detected
and the point order is returned in row-major order beginning with the
corner mark in the (barycentric) negative quadrant with respect to the
defined coordinate system of the plate. Else, if no orientation mark is
defined, the order of the center points is in row-major order beginning at
the upper left corner mark in the image.
Based on the ellipse parameters for each calibration mark, a rough
estimate for the external camera parameters is finally computed.
For this purpose the fixed correspondences between extracted image marks
and known model marks are used. The estimate StartPoseStartPoseStartPosestartPosestart_pose
describes the pose of the calibration plate in the camera coordinate
system as required by the operator camera_calibrationcamera_calibrationCameraCalibrationCameraCalibrationcamera_calibration
.
Execution Information
- Multithreading type: reentrant (runs in parallel with non-exclusive operators).
- Multithreading scope: global (may be called from any thread).
- Processed without parallelization.
Parameters
ImageImageImageimageimage
(input_object) singlechannelimage →
objectHImageHObjectHObjectHobject (byte / uint2)
Input image.
CalPlateRegionCalPlateRegionCalPlateRegioncalPlateRegioncal_plate_region
(input_object) region →
objectHRegionHObjectHObjectHobject
Region of the calibration plate.
CalPlateDescrCalPlateDescrCalPlateDescrcalPlateDescrcal_plate_descr
(input_control) filename.read →
HTuplestrHTupleHtuple (string) (string) (HString) (char*)
File name of the calibration plate description.
Default:
'caltab_100.descr'
"caltab_100.descr"
"caltab_100.descr"
"caltab_100.descr"
"caltab_100.descr"
List of values:
'caltab_100mm.descr'"caltab_100mm.descr""caltab_100mm.descr""caltab_100mm.descr""caltab_100mm.descr", 'caltab_10mm.descr'"caltab_10mm.descr""caltab_10mm.descr""caltab_10mm.descr""caltab_10mm.descr", 'caltab_200mm.descr'"caltab_200mm.descr""caltab_200mm.descr""caltab_200mm.descr""caltab_200mm.descr", 'caltab_2500um.descr'"caltab_2500um.descr""caltab_2500um.descr""caltab_2500um.descr""caltab_2500um.descr", 'caltab_30mm.descr'"caltab_30mm.descr""caltab_30mm.descr""caltab_30mm.descr""caltab_30mm.descr", 'caltab_650um.descr'"caltab_650um.descr""caltab_650um.descr""caltab_650um.descr""caltab_650um.descr", 'caltab_6mm.descr'"caltab_6mm.descr""caltab_6mm.descr""caltab_6mm.descr""caltab_6mm.descr", 'caltab_800mm.descr'"caltab_800mm.descr""caltab_800mm.descr""caltab_800mm.descr""caltab_800mm.descr", 'caltab_big.descr'"caltab_big.descr""caltab_big.descr""caltab_big.descr""caltab_big.descr", 'caltab_small.descr'"caltab_small.descr""caltab_small.descr""caltab_small.descr""caltab_small.descr"
File extension:
.descr
StartCamParamStartCamParamStartCamParamstartCamParamstart_cam_param
(input_control) campar →
HCamPar, HTupleSequence[Union[int, float, str]]HTupleHtuple (real / integer / string) (double / int / long / string) (double / Hlong / HString) (double / Hlong / char*)
Initial values for the internal camera parameters.
StartThreshStartThreshStartThreshstartThreshstart_thresh
(input_control) number →
HTupleintHTupleHtuple (integer) (int / long) (Hlong) (Hlong)
Initial threshold value for contour detection.
Default:
128
Suggested values:
80, 96, 112, 128, 144, 160
Restriction:
StartThresh > 0
MinThreshMinThreshMinThreshminThreshmin_thresh
(input_control) number →
HTupleintHTupleHtuple (integer) (int / long) (Hlong) (Hlong)
Minimum threshold for contour detection.
Default:
18
Suggested values:
8, 10, 12, 14, 16, 18, 20, 22
Restriction:
MinThresh > 0
AlphaAlphaAlphaalphaalpha
(input_control) real →
HTuplefloatHTupleHtuple (real) (double) (double) (double)
Filter parameter for contour detection, see
edges_imageedges_imageEdgesImageEdgesImageedges_image
.
Default:
0.9
Suggested values:
0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.1
Value range:
0.2
≤
Alpha
Alpha
Alpha
alpha
alpha
≤
2.0
Restriction:
Alpha > 0.0
MinContLengthMinContLengthMinContLengthminContLengthmin_cont_length
(input_control) real →
HTuplefloatHTupleHtuple (real) (double) (double) (double)
Minimum length of the contours of the marks.
Default:
15.0
Suggested values:
10.0, 15.0, 20.0, 30.0, 40.0, 100.0
Restriction:
MinContLength > 0.0
MaxDiamMarksMaxDiamMarksMaxDiamMarksmaxDiamMarksmax_diam_marks
(input_control) real →
HTuplefloatHTupleHtuple (real) (double) (double) (double)
Maximum expected diameter of the marks.
Default:
100.0
Suggested values:
50.0, 100.0, 150.0, 200.0, 300.0
Restriction:
MaxDiamMarks > 0.0
RCoordRCoordRCoordRCoordrcoord
(output_control) real-array →
HTupleSequence[float]HTupleHtuple (real) (double) (double) (double)
Tuple with row coordinates of the detected marks.
CCoordCCoordCCoordCCoordccoord
(output_control) real-array →
HTupleSequence[float]HTupleHtuple (real) (double) (double) (double)
Tuple with column coordinates of the detected marks.
StartPoseStartPoseStartPosestartPosestart_pose
(output_control) pose →
HPose, HTupleSequence[Union[float, int]]HTupleHtuple (real / integer) (double / int / long) (double / Hlong) (double / Hlong)
Estimation for the external camera parameters.
Number of elements:
7
Example (HDevelop)
* Read calibration image.
read_image(Image, 'calib/calib_distorted_01')
* Find calibration pattern.
find_caltab(Image,CalPlate, 'caltab_100mm.descr', 3, 112, 5)
* Find calibration marks and start pose.
find_marks_and_pose(Image, CalPlate, 'caltab_100mm.descr' , \
['area_scan_division', 0.008, 0.0, \
0.000011, 0.000011, 384, 288, 640, 512], \
128, 10, 18, 0.9, 15.0, 100.0, RCoord, CCoord, StartPose)
Example (HDevelop)
* Read calibration image.
read_image(Image, 'calib/calib_distorted_01')
* Find calibration pattern.
find_caltab(Image,CalPlate, 'caltab_100mm.descr', 3, 112, 5)
* Find calibration marks and start pose.
find_marks_and_pose(Image, CalPlate, 'caltab_100mm.descr' , \
['area_scan_division', 0.008, 0.0, \
0.000011, 0.000011, 384, 288, 640, 512], \
128, 10, 18, 0.9, 15.0, 100.0, RCoord, CCoord, StartPose)
Example (C++)
HTuple StartCamPar, RCoord, CCoord, StartPose;
// Read calibration image.
HImage Image("calib/calib_distorted_01");
// Find calibration pattern.
HRegion CalPlate = Image.FindCaltab("caltab_100mm.descr", 3, 112, 5);
// Read internal camera parameters from file.
read_cam_par("campar.dat", &StartCamPar);
// Find calibration marks and start pose.
RCoord = Image.FindMarksAndPose(CalPlate, "caltab_100mm.descr", StartCamPar,
128, 10, 18, 0.9, 15.0, 100.0,
&RCoord, &CCoord, &StartPose);
Example (HDevelop)
* Read calibration image.
read_image(Image, 'calib/calib_distorted_01')
* Find calibration pattern.
find_caltab(Image,CalPlate, 'caltab_100mm.descr', 3, 112, 5)
* Find calibration marks and start pose.
find_marks_and_pose(Image, CalPlate, 'caltab_100mm.descr' , \
['area_scan_division', 0.008, 0.0, \
0.000011, 0.000011, 384, 288, 640, 512], \
128, 10, 18, 0.9, 15.0, 100.0, RCoord, CCoord, StartPose)
Result
find_marks_and_posefind_marks_and_poseFindMarksAndPoseFindMarksAndPosefind_marks_and_pose
returns 2 (
H_MSG_TRUE)
if all parameter values are
correct and an estimation for the external camera parameters has been
determined successfully. If necessary, an exception is raised.
Possible Predecessors
find_caltabfind_caltabFindCaltabFindCaltabfind_caltab
Possible Successors
camera_calibrationcamera_calibrationCameraCalibrationCameraCalibrationcamera_calibration
See also
find_caltabfind_caltabFindCaltabFindCaltabfind_caltab
,
camera_calibrationcamera_calibrationCameraCalibrationCameraCalibrationcamera_calibration
,
disp_caltabdisp_caltabDispCaltabDispCaltabdisp_caltab
,
sim_caltabsim_caltabSimCaltabSimCaltabsim_caltab
,
read_cam_parread_cam_parReadCamParReadCamParread_cam_par
,
read_poseread_poseReadPoseReadPoseread_pose
,
create_posecreate_poseCreatePoseCreatePosecreate_pose
,
pose_to_hom_mat3dpose_to_hom_mat3dPoseToHomMat3dPoseToHomMat3dpose_to_hom_mat3d
,
caltab_pointscaltab_pointsCaltabPointsCaltabPointscaltab_points
,
gen_caltabgen_caltabGenCaltabGenCaltabgen_caltab
,
edges_sub_pixedges_sub_pixEdgesSubPixEdgesSubPixedges_sub_pix
,
edges_imageedges_imageEdgesImageEdgesImageedges_image
Module
Foundation