find_planar_calib_deformable_modelT_find_planar_calib_deformable_modelFindPlanarCalibDeformableModelFindPlanarCalibDeformableModelfind_planar_calib_deformable_model (Operator)

Name

find_planar_calib_deformable_modelT_find_planar_calib_deformable_modelFindPlanarCalibDeformableModelFindPlanarCalibDeformableModelfind_planar_calib_deformable_model — Find the best matches of a calibrated deformable model in an image and return their 3D pose.

Signature

find_planar_calib_deformable_model(Image : : ModelID, AngleStart, AngleExtent, ScaleRMin, ScaleRMax, ScaleCMin, ScaleCMax, MinScore, NumMatches, MaxOverlap, NumLevels, Greediness, GenParamName, GenParamValue : Pose, CovPose, Score)

Herror T_find_planar_calib_deformable_model(const Hobject Image, const Htuple ModelID, const Htuple AngleStart, const Htuple AngleExtent, const Htuple ScaleRMin, const Htuple ScaleRMax, const Htuple ScaleCMin, const Htuple ScaleCMax, const Htuple MinScore, const Htuple NumMatches, const Htuple MaxOverlap, const Htuple NumLevels, const Htuple Greediness, const Htuple GenParamName, const Htuple GenParamValue, Htuple* Pose, Htuple* CovPose, Htuple* Score)

void FindPlanarCalibDeformableModel(const HObject& Image, const HTuple& ModelID, const HTuple& AngleStart, const HTuple& AngleExtent, const HTuple& ScaleRMin, const HTuple& ScaleRMax, const HTuple& ScaleCMin, const HTuple& ScaleCMax, const HTuple& MinScore, const HTuple& NumMatches, const HTuple& MaxOverlap, const HTuple& NumLevels, const HTuple& Greediness, const HTuple& GenParamName, const HTuple& GenParamValue, HTuple* Pose, HTuple* CovPose, HTuple* Score)

HPoseArray HDeformableModel::FindPlanarCalibDeformableModel(const HImage& Image, double AngleStart, double AngleExtent, double ScaleRMin, double ScaleRMax, double ScaleCMin, double ScaleCMax, double MinScore, Hlong NumMatches, double MaxOverlap, const HTuple& NumLevels, double Greediness, const HTuple& GenParamName, const HTuple& GenParamValue, HTuple* CovPose, HTuple* Score) const

HPose HDeformableModel::FindPlanarCalibDeformableModel(const HImage& Image, double AngleStart, double AngleExtent, double ScaleRMin, double ScaleRMax, double ScaleCMin, double ScaleCMax, double MinScore, Hlong NumMatches, double MaxOverlap, Hlong NumLevels, double Greediness, const HTuple& GenParamName, const HTuple& GenParamValue, HTuple* CovPose, HTuple* Score) const

HPoseArray HImage::FindPlanarCalibDeformableModel(const HDeformableModel& ModelID, double AngleStart, double AngleExtent, double ScaleRMin, double ScaleRMax, double ScaleCMin, double ScaleCMax, double MinScore, Hlong NumMatches, double MaxOverlap, const HTuple& NumLevels, double Greediness, const HTuple& GenParamName, const HTuple& GenParamValue, HTuple* CovPose, HTuple* Score) const

HPose HImage::FindPlanarCalibDeformableModel(const HDeformableModel& ModelID, double AngleStart, double AngleExtent, double ScaleRMin, double ScaleRMax, double ScaleCMin, double ScaleCMax, double MinScore, Hlong NumMatches, double MaxOverlap, Hlong NumLevels, double Greediness, const HTuple& GenParamName, const HTuple& GenParamValue, HTuple* CovPose, HTuple* Score) const

static void HOperatorSet.FindPlanarCalibDeformableModel(HObject image, HTuple modelID, HTuple angleStart, HTuple angleExtent, HTuple scaleRMin, HTuple scaleRMax, HTuple scaleCMin, HTuple scaleCMax, HTuple minScore, HTuple numMatches, HTuple maxOverlap, HTuple numLevels, HTuple greediness, HTuple genParamName, HTuple genParamValue, out HTuple pose, out HTuple covPose, out HTuple score)

HPose[] HDeformableModel.FindPlanarCalibDeformableModel(HImage image, double angleStart, double angleExtent, double scaleRMin, double scaleRMax, double scaleCMin, double scaleCMax, double minScore, int numMatches, double maxOverlap, HTuple numLevels, double greediness, HTuple genParamName, HTuple genParamValue, out HTuple covPose, out HTuple score)

HPose HDeformableModel.FindPlanarCalibDeformableModel(HImage image, double angleStart, double angleExtent, double scaleRMin, double scaleRMax, double scaleCMin, double scaleCMax, double minScore, int numMatches, double maxOverlap, int numLevels, double greediness, HTuple genParamName, HTuple genParamValue, out HTuple covPose, out HTuple score)

HPose[] HImage.FindPlanarCalibDeformableModel(HDeformableModel modelID, double angleStart, double angleExtent, double scaleRMin, double scaleRMax, double scaleCMin, double scaleCMax, double minScore, int numMatches, double maxOverlap, HTuple numLevels, double greediness, HTuple genParamName, HTuple genParamValue, out HTuple covPose, out HTuple score)

HPose HImage.FindPlanarCalibDeformableModel(HDeformableModel modelID, double angleStart, double angleExtent, double scaleRMin, double scaleRMax, double scaleCMin, double scaleCMax, double minScore, int numMatches, double maxOverlap, int numLevels, double greediness, HTuple genParamName, HTuple genParamValue, out HTuple covPose, out HTuple score)

def find_planar_calib_deformable_model(image: HObject, model_id: HHandle, angle_start: float, angle_extent: float, scale_rmin: float, scale_rmax: float, scale_cmin: float, scale_cmax: float, min_score: float, num_matches: int, max_overlap: float, num_levels: MaybeSequence[int], greediness: float, gen_param_name: Sequence[str], gen_param_value: Sequence[Union[int, float, str]]) -> Tuple[Sequence[Union[float, int]], Sequence[float], Sequence[float]]

Description

The operator find_planar_calib_deformable_modelfind_planar_calib_deformable_modelFindPlanarCalibDeformableModelFindPlanarCalibDeformableModelFindPlanarCalibDeformableModelfind_planar_calib_deformable_model finds the best NumMatchesNumMatchesNumMatchesNumMatchesnumMatchesnum_matches instances of the calibrated deformable model ModelIDModelIDModelIDModelIDmodelIDmodel_id in the input image ImageImageImageImageimageimage. The model must have been created previously by calling create_planar_calib_deformable_modelcreate_planar_calib_deformable_modelCreatePlanarCalibDeformableModelCreatePlanarCalibDeformableModelCreatePlanarCalibDeformableModelcreate_planar_calib_deformable_model or read_deformable_modelread_deformable_modelReadDeformableModelReadDeformableModelReadDeformableModelread_deformable_model. The operator find_planar_calib_deformable_modelfind_planar_calib_deformable_modelFindPlanarCalibDeformableModelFindPlanarCalibDeformableModelFindPlanarCalibDeformableModelfind_planar_calib_deformable_model returns the 3D PosePosePosePoseposepose of the found instances in the camera coordinate system.

Additionally, the accuracy of the six pose parameters are returned in CovPoseCovPoseCovPoseCovPosecovPosecov_pose. By default, CovPoseCovPoseCovPoseCovPosecovPosecov_pose contains the 6 standard deviations of the pose parameters for each match. If the generic parameter 'cov_pose_mode'"cov_pose_mode""cov_pose_mode""cov_pose_mode""cov_pose_mode""cov_pose_mode" was set to 'covariances'"covariances""covariances""covariances""covariances""covariances", CovPoseCovPoseCovPoseCovPosecovPosecov_pose contains the 36 values of the complete 6x6 covariance matrix of the 6 pose parameters. Note that this reflects only an inner accuracy from which the real accuracy of the pose may differ. Finally, the score of each found instance is returned in ScoreScoreScoreScorescorescore. The score is a number between 0 and 1, which is an approximate measure of how much of the model is visible in the image.

For further explanation on the planar deformable model and its parameters we refer to the description of find_planar_uncalib_deformable_modelfind_planar_uncalib_deformable_modelFindPlanarUncalibDeformableModelFindPlanarUncalibDeformableModelFindPlanarUncalibDeformableModelfind_planar_uncalib_deformable_model.

Execution Information

Parameters

ImageImageImageImageimageimage (input_object)  (multichannel-)image objectHImageHObjectHImageHobject (byte / uint2)

Input image in which the model should be found.

ModelIDModelIDModelIDModelIDmodelIDmodel_id (input_control)  deformable_model HDeformableModel, HTupleHHandleHTupleHtuple (handle) (IntPtr) (HHandle) (handle)

Handle of the model.

AngleStartAngleStartAngleStartAngleStartangleStartangle_start (input_control)  angle.rad HTuplefloatHTupleHtuple (real) (double) (double) (double)

Smallest rotation of the model.

Default value: -0.39

Suggested values: -3.14, -1.57, -0.78, -0.39, -0.20, 0.0

AngleExtentAngleExtentAngleExtentAngleExtentangleExtentangle_extent (input_control)  angle.rad HTuplefloatHTupleHtuple (real) (double) (double) (double)

Extent of the rotation angles.

Default value: 0.78

Suggested values: 6.29, 3.14, 1.57, 0.78, 0.39, 0.0

Restriction: AngleExtent >= 0

ScaleRMinScaleRMinScaleRMinScaleRMinscaleRMinscale_rmin (input_control)  number HTuplefloatHTupleHtuple (real) (double) (double) (double)

Minimum scale of the model in row direction.

Default value: 1.0

Suggested values: 0.5, 0.6, 0.7, 0.8, 0.9, 1.0

Restriction: ScaleRMin > 0

ScaleRMaxScaleRMaxScaleRMaxScaleRMaxscaleRMaxscale_rmax (input_control)  number HTuplefloatHTupleHtuple (real) (double) (double) (double)

Maximum scale of the model in row direction.

Default value: 1.0

Suggested values: 1.0, 1.1, 1.2, 1.3, 1.4, 1.5

Restriction: ScaleRMax >= ScaleRMin

ScaleCMinScaleCMinScaleCMinScaleCMinscaleCMinscale_cmin (input_control)  number HTuplefloatHTupleHtuple (real) (double) (double) (double)

Minimum scale of the model in column direction.

Default value: 1.0

Suggested values: 0.5, 0.6, 0.7, 0.8, 0.9, 1.0

Restriction: ScaleCMin > 0

ScaleCMaxScaleCMaxScaleCMaxScaleCMaxscaleCMaxscale_cmax (input_control)  number HTuplefloatHTupleHtuple (real) (double) (double) (double)

Maximum scale of the model in column direction.

Default value: 1.0

Suggested values: 1.0, 1.1, 1.2, 1.3, 1.4, 1.5

Restriction: ScaleCMax >= ScaleCMin

MinScoreMinScoreMinScoreMinScoreminScoremin_score (input_control)  real HTuplefloatHTupleHtuple (real) (double) (double) (double)

Minimum score of the instances of the model to be found.

Default value: 0.5

Suggested values: 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0

Typical range of values: 0 ≤ MinScore MinScore MinScore MinScore minScore min_score ≤ 1

Minimum increment: 0.01

Recommended increment: 0.05

NumMatchesNumMatchesNumMatchesNumMatchesnumMatchesnum_matches (input_control)  integer HTupleintHTupleHtuple (integer) (int / long) (Hlong) (Hlong)

Number of instances of the model to be found (or 0 for all matches).

Default value: 1

Suggested values: 0, 1, 2, 3, 4, 5, 10, 20

MaxOverlapMaxOverlapMaxOverlapMaxOverlapmaxOverlapmax_overlap (input_control)  real HTuplefloatHTupleHtuple (real) (double) (double) (double)

Maximum overlap of the instances of the model to be found.

Default value: 1.0

Suggested values: 0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0

Typical range of values: 0 ≤ MaxOverlap MaxOverlap MaxOverlap MaxOverlap maxOverlap max_overlap ≤ 1

Minimum increment: 0.01

Recommended increment: 0.05

NumLevelsNumLevelsNumLevelsNumLevelsnumLevelsnum_levels (input_control)  integer(-array) HTupleMaybeSequence[int]HTupleHtuple (integer) (int / long) (Hlong) (Hlong)

Number of pyramid levels used in the matching (and lowest pyramid level to use if |NumLevelsNumLevelsNumLevelsNumLevelsnumLevelsnum_levels| = 2).

Default value: 0

List of values: 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10

GreedinessGreedinessGreedinessGreedinessgreedinessgreediness (input_control)  real HTuplefloatHTupleHtuple (real) (double) (double) (double)

“Greediness” of the search heuristic (0: safe but slow; 1: fast but matches may be missed).

Default value: 0.9

Suggested values: 0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0

Typical range of values: 0 ≤ Greediness Greediness Greediness Greediness greediness greediness ≤ 1

Minimum increment: 0.01

Recommended increment: 0.05

GenParamNameGenParamNameGenParamNameGenParamNamegenParamNamegen_param_name (input_control)  string-array HTupleSequence[str]HTupleHtuple (string) (string) (HString) (char*)

The general parameter names.

Default value: []

List of values: [], 'angle_change_restriction'"angle_change_restriction""angle_change_restriction""angle_change_restriction""angle_change_restriction""angle_change_restriction", 'angle_step'"angle_step""angle_step""angle_step""angle_step""angle_step", 'aniso_scale_change_restriction'"aniso_scale_change_restriction""aniso_scale_change_restriction""aniso_scale_change_restriction""aniso_scale_change_restriction""aniso_scale_change_restriction", 'cov_pose_mode'"cov_pose_mode""cov_pose_mode""cov_pose_mode""cov_pose_mode""cov_pose_mode", 'scale_c_step'"scale_c_step""scale_c_step""scale_c_step""scale_c_step""scale_c_step", 'scale_r_step'"scale_r_step""scale_r_step""scale_r_step""scale_r_step""scale_r_step", 'subpixel'"subpixel""subpixel""subpixel""subpixel""subpixel"

GenParamValueGenParamValueGenParamValueGenParamValuegenParamValuegen_param_value (input_control)  integer-array HTupleSequence[Union[int, float, str]]HTupleHtuple (integer / real / string) (int / long / double / string) (Hlong / double / HString) (Hlong / double / char*)

Values of the general parameters.

Default value: []

List of values: [], 'covariances'"covariances""covariances""covariances""covariances""covariances", 'least_squares'"least_squares""least_squares""least_squares""least_squares""least_squares", 'least_squares_high'"least_squares_high""least_squares_high""least_squares_high""least_squares_high""least_squares_high", 'least_squares_very_high'"least_squares_very_high""least_squares_very_high""least_squares_very_high""least_squares_very_high""least_squares_very_high", 'standard_deviations'"standard_deviations""standard_deviations""standard_deviations""standard_deviations""standard_deviations"

PosePosePosePoseposepose (output_control)  pose(-array) HPose, HTupleSequence[Union[float, int]]HTupleHtuple (real / integer) (double / int / long) (double / Hlong) (double / Hlong)

Pose of the object.

CovPoseCovPoseCovPoseCovPosecovPosecov_pose (output_control)  real-array HTupleSequence[float]HTupleHtuple (real) (double) (double) (double)

6 standard deviations or 36 covariances of the pose parameters.

ScoreScoreScoreScorescorescore (output_control)  real-array HTupleSequence[float]HTupleHtuple (real) (double) (double) (double)

Score of the found instances of the model.

Result

If the parameters are valid, the operator find_planar_calib_deformable_modelfind_planar_calib_deformable_modelFindPlanarCalibDeformableModelFindPlanarCalibDeformableModelFindPlanarCalibDeformableModelfind_planar_calib_deformable_model returns the value TRUE. If necessary an exception is raised.

Possible Predecessors

create_planar_calib_deformable_modelcreate_planar_calib_deformable_modelCreatePlanarCalibDeformableModelCreatePlanarCalibDeformableModelCreatePlanarCalibDeformableModelcreate_planar_calib_deformable_model, read_deformable_modelread_deformable_modelReadDeformableModelReadDeformableModelReadDeformableModelread_deformable_model

Module

Matching