determine_deformable_model_paramsT_determine_deformable_model_paramsDetermineDeformableModelParamsDetermineDeformableModelParamsdetermine_deformable_model_params (Operator)

Name

determine_deformable_model_paramsT_determine_deformable_model_paramsDetermineDeformableModelParamsDetermineDeformableModelParamsdetermine_deformable_model_params — Determine the parameters of a deformable model.

Signature

determine_deformable_model_params(Template : : NumLevels, AngleStart, AngleExtent, ScaleMin, ScaleMax, Optimization, Metric, Contrast, MinContrast, GenParamName, GenParamValue, Parameters : ParameterName, ParameterValue)

Herror T_determine_deformable_model_params(const Hobject Template, const Htuple NumLevels, const Htuple AngleStart, const Htuple AngleExtent, const Htuple ScaleMin, const Htuple ScaleMax, const Htuple Optimization, const Htuple Metric, const Htuple Contrast, const Htuple MinContrast, const Htuple GenParamName, const Htuple GenParamValue, const Htuple Parameters, Htuple* ParameterName, Htuple* ParameterValue)

void DetermineDeformableModelParams(const HObject& Template, const HTuple& NumLevels, const HTuple& AngleStart, const HTuple& AngleExtent, const HTuple& ScaleMin, const HTuple& ScaleMax, const HTuple& Optimization, const HTuple& Metric, const HTuple& Contrast, const HTuple& MinContrast, const HTuple& GenParamName, const HTuple& GenParamValue, const HTuple& Parameters, HTuple* ParameterName, HTuple* ParameterValue)

HTuple HImage::DetermineDeformableModelParams(const HTuple& NumLevels, double AngleStart, double AngleExtent, const HTuple& ScaleMin, const HTuple& ScaleMax, const HString& Optimization, const HString& Metric, const HTuple& Contrast, const HTuple& MinContrast, const HTuple& GenParamName, const HTuple& GenParamValue, const HTuple& Parameters, HTuple* ParameterValue) const

HTuple HImage::DetermineDeformableModelParams(Hlong NumLevels, double AngleStart, double AngleExtent, double ScaleMin, double ScaleMax, const HString& Optimization, const HString& Metric, Hlong Contrast, Hlong MinContrast, const HTuple& GenParamName, const HTuple& GenParamValue, const HString& Parameters, HTuple* ParameterValue) const

HTuple HImage::DetermineDeformableModelParams(Hlong NumLevels, double AngleStart, double AngleExtent, double ScaleMin, double ScaleMax, const char* Optimization, const char* Metric, Hlong Contrast, Hlong MinContrast, const HTuple& GenParamName, const HTuple& GenParamValue, const char* Parameters, HTuple* ParameterValue) const

HTuple HImage::DetermineDeformableModelParams(Hlong NumLevels, double AngleStart, double AngleExtent, double ScaleMin, double ScaleMax, const wchar_t* Optimization, const wchar_t* Metric, Hlong Contrast, Hlong MinContrast, const HTuple& GenParamName, const HTuple& GenParamValue, const wchar_t* Parameters, HTuple* ParameterValue) const   (Windows only)

static void HOperatorSet.DetermineDeformableModelParams(HObject template, HTuple numLevels, HTuple angleStart, HTuple angleExtent, HTuple scaleMin, HTuple scaleMax, HTuple optimization, HTuple metric, HTuple contrast, HTuple minContrast, HTuple genParamName, HTuple genParamValue, HTuple parameters, out HTuple parameterName, out HTuple parameterValue)

HTuple HImage.DetermineDeformableModelParams(HTuple numLevels, double angleStart, double angleExtent, HTuple scaleMin, HTuple scaleMax, string optimization, string metric, HTuple contrast, HTuple minContrast, HTuple genParamName, HTuple genParamValue, HTuple parameters, out HTuple parameterValue)

HTuple HImage.DetermineDeformableModelParams(int numLevels, double angleStart, double angleExtent, double scaleMin, double scaleMax, string optimization, string metric, int contrast, int minContrast, HTuple genParamName, HTuple genParamValue, string parameters, out HTuple parameterValue)

def determine_deformable_model_params(template: HObject, num_levels: Union[int, str], angle_start: float, angle_extent: float, scale_min: MaybeSequence[float], scale_max: MaybeSequence[float], optimization: str, metric: str, contrast: MaybeSequence[Union[int, str]], min_contrast: Union[int, str], gen_param_name: Sequence[str], gen_param_value: Sequence[Union[int, float, str]], parameters: MaybeSequence[str]) -> Tuple[Sequence[str], Sequence[Union[int, float]]]

Description

determine_deformable_model_paramsdetermine_deformable_model_paramsDetermineDeformableModelParamsDetermineDeformableModelParamsDetermineDeformableModelParamsdetermine_deformable_model_params determines certain parameters of a deformable model automatically from the model image TemplateTemplateTemplateTemplatetemplatetemplate. The parameters to be determined can be specified with ParametersParametersParametersParametersparametersparameters. determine_deformable_model_paramsdetermine_deformable_model_paramsDetermineDeformableModelParamsDetermineDeformableModelParamsDetermineDeformableModelParamsdetermine_deformable_model_params can be used to determine the same parameters that are determined automatically when the respective parameter in create_planar_uncalib_deformable_modelcreate_planar_uncalib_deformable_modelCreatePlanarUncalibDeformableModelCreatePlanarUncalibDeformableModelCreatePlanarUncalibDeformableModelcreate_planar_uncalib_deformable_model is set to 'auto'"auto""auto""auto""auto""auto": the number of pyramid levels (ParametersParametersParametersParametersparametersparameters = 'num_levels'"num_levels""num_levels""num_levels""num_levels""num_levels"), the angle step length (ParametersParametersParametersParametersparametersparameters = 'angle_step'"angle_step""angle_step""angle_step""angle_step""angle_step"), the scale step length (ParametersParametersParametersParametersparametersparameters = 'scale_step'"scale_step""scale_step""scale_step""scale_step""scale_step" for isotropic scaling and 'scale_r_step'"scale_r_step""scale_r_step""scale_r_step""scale_r_step""scale_r_step" and/or 'scale_c_step'"scale_c_step""scale_c_step""scale_c_step""scale_c_step""scale_c_step" for anisotropic scaling), the kind of optimization (ParametersParametersParametersParametersparametersparameters = 'optimization'"optimization""optimization""optimization""optimization""optimization"), the threshold (ParametersParametersParametersParametersparametersparameters = 'contrast'"contrast""contrast""contrast""contrast""contrast") or the hysteresis thresholds (ParametersParametersParametersParametersparametersparameters = 'contrast_hyst'"contrast_hyst""contrast_hyst""contrast_hyst""contrast_hyst""contrast_hyst") for the contrast, the minimum size of the object parts (ParametersParametersParametersParametersparametersparameters = 'min_size'"min_size""min_size""min_size""min_size""min_size"), and the minimum contrast (ParametersParametersParametersParametersparametersparameters = 'min_contrast'"min_contrast""min_contrast""min_contrast""min_contrast""min_contrast"). By passing a tuple of the above values in ParametersParametersParametersParametersparametersparameters, an arbitrary combination of these parameters can be determined. If all of the above parameters should be determined, the value 'all'"all""all""all""all""all" can be passed. In this case both hysteresis thresholds are determined, i.e., the operator behaves like passing 'contrast_hyst'"contrast_hyst""contrast_hyst""contrast_hyst""contrast_hyst""contrast_hyst" instead of 'contrast'"contrast""contrast""contrast""contrast""contrast".

determine_deformable_model_paramsdetermine_deformable_model_paramsDetermineDeformableModelParamsDetermineDeformableModelParamsDetermineDeformableModelParamsdetermine_deformable_model_params is mainly useful to determine the above parameters before creating the model, e.g., in an interactive system, which makes suggestions for these parameters to the user, but enables the user to modify the suggested values.

The automatically determined parameters are returned as a name-value pair in ParameterNameParameterNameParameterNameParameterNameparameterNameparameter_name and ParameterValueParameterValueParameterValueParameterValueparameterValueparameter_value. The parameter names in ParameterNameParameterNameParameterNameParameterNameparameterNameparameter_name are identical to the names in ParametersParametersParametersParametersparametersparameters, where, of course, the value 'all'"all""all""all""all""all" is replaced by the actual parameter names. An exception is the parameter 'contrast_hyst'"contrast_hyst""contrast_hyst""contrast_hyst""contrast_hyst""contrast_hyst", for which the two values 'contrast_low'"contrast_low""contrast_low""contrast_low""contrast_low""contrast_low" and 'contrast_high'"contrast_high""contrast_high""contrast_high""contrast_high""contrast_high" are returned.

The remaining parameters (NumLevelsNumLevelsNumLevelsNumLevelsnumLevelsnum_levels, AngleStartAngleStartAngleStartAngleStartangleStartangle_start, AngleExtentAngleExtentAngleExtentAngleExtentangleExtentangle_extent, ScaleMinScaleMinScaleMinScaleMinscaleMinscale_min, ScaleMaxScaleMaxScaleMaxScaleMaxscaleMaxscale_max, OptimizationOptimizationOptimizationOptimizationoptimizationoptimization, MetricMetricMetricMetricmetricmetric, ContrastContrastContrastContrastcontrastcontrast, and MinContrastMinContrastMinContrastMinContrastminContrastmin_contrast) have the same meaning as in create_planar_uncalib_deformable_modelcreate_planar_uncalib_deformable_modelCreatePlanarUncalibDeformableModelCreatePlanarUncalibDeformableModelCreatePlanarUncalibDeformableModelcreate_planar_uncalib_deformable_model and find_planar_uncalib_deformable_modelfind_planar_uncalib_deformable_modelFindPlanarUncalibDeformableModelFindPlanarUncalibDeformableModelFindPlanarUncalibDeformableModelfind_planar_uncalib_deformable_model. The description of these parameters can be looked up with these operators. These parameters are used by determine_deformable_model_paramsdetermine_deformable_model_paramsDetermineDeformableModelParamsDetermineDeformableModelParamsDetermineDeformableModelParamsdetermine_deformable_model_params to calculate the parameters to be determined in the same manner as in create_planar_uncalib_deformable_modelcreate_planar_uncalib_deformable_modelCreatePlanarUncalibDeformableModelCreatePlanarUncalibDeformableModelCreatePlanarUncalibDeformableModelcreate_planar_uncalib_deformable_model. It should be noted that if the parameters of a deformable model with isotropic scaling should be determined, i.e., if ParametersParametersParametersParametersparametersparameters contains 'scale_step'"scale_step""scale_step""scale_step""scale_step""scale_step" either explicitly or implicitly via 'all'"all""all""all""all""all", the parameters ScaleMinScaleMinScaleMinScaleMinscaleMinscale_min and ScaleMaxScaleMaxScaleMaxScaleMaxscaleMaxscale_max must contain one value each. If the parameters of a deformable model with anisotropic scaling should be determined, i.e., if ParametersParametersParametersParametersparametersparameters contains 'scale_r_step'"scale_r_step""scale_r_step""scale_r_step""scale_r_step""scale_r_step" or 'scale_c_step'"scale_c_step""scale_c_step""scale_c_step""scale_c_step""scale_c_step" either explicitly or implicitly, the parameters ScaleMinScaleMinScaleMinScaleMinscaleMinscale_min and ScaleMaxScaleMaxScaleMaxScaleMaxscaleMaxscale_max must contain two values each. In this case, the first value of the respective parameter refers to the scaling in row direction, while the second value refers to scaling in the column direction.

Note that in determine_deformable_model_paramsdetermine_deformable_model_paramsDetermineDeformableModelParamsDetermineDeformableModelParamsDetermineDeformableModelParamsdetermine_deformable_model_params some parameters appear that can also be determined automatically (NumLevelsNumLevelsNumLevelsNumLevelsnumLevelsnum_levels, OptimizationOptimizationOptimizationOptimizationoptimizationoptimization, ContrastContrastContrastContrastcontrastcontrast, MinContrastMinContrastMinContrastMinContrastminContrastmin_contrast). If these parameters should not be determined automatically, i.e., their name is not passed in ParameterNameParameterNameParameterNameParameterNameparameterNameparameter_name, the corresponding parameters must contain valid values and must not be set to 'auto'"auto""auto""auto""auto""auto". In contrast, if these parameters are to be determined automatically, their values are treated in the following way: If the optimization or the (hysteresis) contrast is to be determined automatically, i.e., ParameterNameParameterNameParameterNameParameterNameparameterNameparameter_name contains the value 'optimization'"optimization""optimization""optimization""optimization""optimization" or 'contrast'"contrast""contrast""contrast""contrast""contrast" ('contrast_hyst'"contrast_hyst""contrast_hyst""contrast_hyst""contrast_hyst""contrast_hyst"), the values passed in OptimizationOptimizationOptimizationOptimizationoptimizationoptimization and ContrastContrastContrastContrastcontrastcontrast are ignored. In contrast, if the maximum number of pyramid levels or the minimum contrast is to be determined automatically, i.e., ParameterNameParameterNameParameterNameParameterNameparameterNameparameter_name contains the value 'num_levels'"num_levels""num_levels""num_levels""num_levels""num_levels" or 'min_contrast'"min_contrast""min_contrast""min_contrast""min_contrast""min_contrast", you can let HALCON determine suitable values and at the same time specify an upper or lower boundary, respectively:

If the maximum number of pyramid levels should be specified in advance, NumLevelsNumLevelsNumLevelsNumLevelsnumLevelsnum_levels can be set to the particular value. If in this case ParametersParametersParametersParametersparametersparameters contains the value 'num_levels'"num_levels""num_levels""num_levels""num_levels""num_levels", the computed number of pyramid levels is at most NumLevelsNumLevelsNumLevelsNumLevelsnumLevelsnum_levels. If NumLevelsNumLevelsNumLevelsNumLevelsnumLevelsnum_levels is set to 'auto'"auto""auto""auto""auto""auto" (or 0 for backwards compatibility), the number of pyramid levels is determined without restrictions as large as possible.

If the minimum contrast should be specified in advance, MinContrastMinContrastMinContrastMinContrastminContrastmin_contrast can be set to the particular value. If in this case ParametersParametersParametersParametersparametersparameters contains the value 'min_contrast'"min_contrast""min_contrast""min_contrast""min_contrast""min_contrast", the computed minimum contrast is at least MinContrastMinContrastMinContrastMinContrastminContrastmin_contrast. If MinContrastMinContrastMinContrastMinContrastminContrastmin_contrast is set to 'auto'"auto""auto""auto""auto""auto", the minimum contrast is determined without restrictions.

If the user wishes to create a calibrated, deformable model with create_planar_calib_deformable_modelcreate_planar_calib_deformable_modelCreatePlanarCalibDeformableModelCreatePlanarCalibDeformableModelCreatePlanarCalibDeformableModelcreate_planar_calib_deformable_model, the internal camera parameters are needed for the correct estimation of the parameters in ParameterValueParameterValueParameterValueParameterValueparameterValueparameter_value. The camera parameters can be provided by setting GenParamNameGenParamNameGenParamNameGenParamNamegenParamNamegen_param_name to 'cam_param'"cam_param""cam_param""cam_param""cam_param""cam_param" and providing the tuple containing the camera parameters in GenParamValueGenParamValueGenParamValueGenParamValuegenParamValuegen_param_value.

Execution Information

Parameters

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

Input image whose domain will be used to create the model.

NumLevelsNumLevelsNumLevelsNumLevelsnumLevelsnum_levels (input_control)  integer HTupleUnion[int, str]HTupleHtuple (integer / string) (int / long / string) (Hlong / HString) (Hlong / char*)

Maximum number of pyramid levels.

Default value: 'auto' "auto" "auto" "auto" "auto" "auto"

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

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, -0.79, -0.39, -0.20, 0.0

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

Extent of the rotation angles.

Default value: 0.79

Suggested values: 6.28, 3.14, 1.57, 0.79, 0.39

Restriction: AngleExtent >= 0

ScaleMinScaleMinScaleMinScaleMinscaleMinscale_min (input_control)  number(-array) HTupleMaybeSequence[float]HTupleHtuple (real) (double) (double) (double)

Minimum scale of the model.

Default value: 0.9

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

Restriction: ScaleMin > 0

ScaleMaxScaleMaxScaleMaxScaleMaxscaleMaxscale_max (input_control)  number(-array) HTupleMaybeSequence[float]HTupleHtuple (real) (double) (double) (double)

Maximum scale of the model.

Default value: 1.1

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

Restriction: ScaleMax >= ScaleMin

OptimizationOptimizationOptimizationOptimizationoptimizationoptimization (input_control)  string HTuplestrHTupleHtuple (string) (string) (HString) (char*)

Kind of optimization.

Default value: 'auto' "auto" "auto" "auto" "auto" "auto"

List of values: 'auto'"auto""auto""auto""auto""auto", 'none'"none""none""none""none""none", 'point_reduction_high'"point_reduction_high""point_reduction_high""point_reduction_high""point_reduction_high""point_reduction_high", 'point_reduction_low'"point_reduction_low""point_reduction_low""point_reduction_low""point_reduction_low""point_reduction_low", 'point_reduction_medium'"point_reduction_medium""point_reduction_medium""point_reduction_medium""point_reduction_medium""point_reduction_medium"

MetricMetricMetricMetricmetricmetric (input_control)  string HTuplestrHTupleHtuple (string) (string) (HString) (char*)

Match metric.

Default value: 'use_polarity' "use_polarity" "use_polarity" "use_polarity" "use_polarity" "use_polarity"

List of values: 'ignore_color_polarity'"ignore_color_polarity""ignore_color_polarity""ignore_color_polarity""ignore_color_polarity""ignore_color_polarity", 'ignore_global_polarity'"ignore_global_polarity""ignore_global_polarity""ignore_global_polarity""ignore_global_polarity""ignore_global_polarity", 'ignore_local_polarity'"ignore_local_polarity""ignore_local_polarity""ignore_local_polarity""ignore_local_polarity""ignore_local_polarity", 'use_polarity'"use_polarity""use_polarity""use_polarity""use_polarity""use_polarity"

ContrastContrastContrastContrastcontrastcontrast (input_control)  number(-array) HTupleMaybeSequence[Union[int, str]]HTupleHtuple (integer / string) (int / long / string) (Hlong / HString) (Hlong / char*)

Threshold or hysteresis thresholds for the contrast of the object in the template image and optionally minimum size of the object parts.

Default value: 'auto' "auto" "auto" "auto" "auto" "auto"

Suggested values: 'auto'"auto""auto""auto""auto""auto", 'auto_contrast'"auto_contrast""auto_contrast""auto_contrast""auto_contrast""auto_contrast", 'auto_contrast_hyst'"auto_contrast_hyst""auto_contrast_hyst""auto_contrast_hyst""auto_contrast_hyst""auto_contrast_hyst", 'auto_min_size'"auto_min_size""auto_min_size""auto_min_size""auto_min_size""auto_min_size", 10, 20, 30, 40, 60, 80, 100, 120, 140, 160

MinContrastMinContrastMinContrastMinContrastminContrastmin_contrast (input_control)  number HTupleUnion[int, str]HTupleHtuple (integer / string) (int / long / string) (Hlong / HString) (Hlong / char*)

Minimum contrast of the objects in the search images.

Default value: 'auto' "auto" "auto" "auto" "auto" "auto"

Suggested values: 'auto'"auto""auto""auto""auto""auto", 1, 2, 3, 5, 7, 10, 20, 30, 40

Restriction: MinContrast < Contrast

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

The general parameter names.

Default value: []

List of values: 'cam_param'"cam_param""cam_param""cam_param""cam_param""cam_param"

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

Values of the general parameter.

Default value: []

List of values: []

ParametersParametersParametersParametersparametersparameters (input_control)  string(-array) HTupleMaybeSequence[str]HTupleHtuple (string) (string) (HString) (char*)

Parameters to be determined automatically.

Default value: 'all' "all" "all" "all" "all" "all"

List of values: 'all'"all""all""all""all""all", 'angle_step'"angle_step""angle_step""angle_step""angle_step""angle_step", 'contrast'"contrast""contrast""contrast""contrast""contrast", 'contrast_hyst'"contrast_hyst""contrast_hyst""contrast_hyst""contrast_hyst""contrast_hyst", 'min_contrast'"min_contrast""min_contrast""min_contrast""min_contrast""min_contrast", 'min_size'"min_size""min_size""min_size""min_size""min_size", 'num_levels'"num_levels""num_levels""num_levels""num_levels""num_levels", 'optimization'"optimization""optimization""optimization""optimization""optimization", '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", 'scale_step'"scale_step""scale_step""scale_step""scale_step""scale_step"

ParameterNameParameterNameParameterNameParameterNameparameterNameparameter_name (output_control)  string-array HTupleSequence[str]HTupleHtuple (string) (string) (HString) (char*)

Name of the automatically determined parameter.

ParameterValueParameterValueParameterValueParameterValueparameterValueparameter_value (output_control)  number-array HTupleSequence[Union[int, float]]HTupleHtuple (real / integer) (double / int / long) (double / Hlong) (double / Hlong)

Value of the automatically determined parameter.

Result

If the parameters are valid, the operator determine_deformable_model_paramsdetermine_deformable_model_paramsDetermineDeformableModelParamsDetermineDeformableModelParamsDetermineDeformableModelParamsdetermine_deformable_model_params returns the value TRUE. If necessary an exception is raised. If the parameters NumLevelsNumLevelsNumLevelsNumLevelsnumLevelsnum_levels and ContrastContrastContrastContrastcontrastcontrast are chosen such that the model contains too few points, or the input image does not contain a sufficient number of significant features, the error message 8510 is raised.

Possible Successors

create_planar_uncalib_deformable_modelcreate_planar_uncalib_deformable_modelCreatePlanarUncalibDeformableModelCreatePlanarUncalibDeformableModelCreatePlanarUncalibDeformableModelcreate_planar_uncalib_deformable_model, create_planar_calib_deformable_modelcreate_planar_calib_deformable_modelCreatePlanarCalibDeformableModelCreatePlanarCalibDeformableModelCreatePlanarCalibDeformableModelcreate_planar_calib_deformable_model, create_local_deformable_modelcreate_local_deformable_modelCreateLocalDeformableModelCreateLocalDeformableModelCreateLocalDeformableModelcreate_local_deformable_model

See also

find_planar_uncalib_deformable_modelfind_planar_uncalib_deformable_modelFindPlanarUncalibDeformableModelFindPlanarUncalibDeformableModelFindPlanarUncalibDeformableModelfind_planar_uncalib_deformable_model, find_planar_calib_deformable_modelfind_planar_calib_deformable_modelFindPlanarCalibDeformableModelFindPlanarCalibDeformableModelFindPlanarCalibDeformableModelfind_planar_calib_deformable_model

Module

Matching