create_component_modelT_create_component_modelCreateComponentModelCreateComponentModelcreate_component_model (Operator)

Name

create_component_modelT_create_component_modelCreateComponentModelCreateComponentModelcreate_component_model — Prepare a component model for matching based on explicitly specified components and relations.

Signature

Description

create_component_modelcreate_component_modelCreateComponentModelCreateComponentModelCreateComponentModelcreate_component_model prepares patterns, which are passed in the form of a model image ModelImageModelImageModelImageModelImagemodelImagemodel_image and several regions ComponentRegionsComponentRegionsComponentRegionsComponentRegionscomponentRegionscomponent_regions, as a component model for matching. The output parameter ComponentModelIDComponentModelIDComponentModelIDComponentModelIDcomponentModelIDcomponent_model_id is a handle for this model, which is used in subsequent calls to find_component_modelfind_component_modelFindComponentModelFindComponentModelFindComponentModelfind_component_model. In contrast to create_trained_component_modelcreate_trained_component_modelCreateTrainedComponentModelCreateTrainedComponentModelCreateTrainedComponentModelcreate_trained_component_model, no preceding training with train_model_componentstrain_model_componentsTrainModelComponentsTrainModelComponentsTrainModelComponentstrain_model_components needs to be performed before calling create_component_modelcreate_component_modelCreateComponentModelCreateComponentModelCreateComponentModelcreate_component_model.

Each of the regions passed in ComponentRegionsComponentRegionsComponentRegionsComponentRegionscomponentRegionscomponent_regions describes a separate model component. Later, the index of a component region in ComponentRegionsComponentRegionsComponentRegionsComponentRegionscomponentRegionscomponent_regions is used to denote the model component. The reference point of a component is the center of gravity of its associated region, which is passed in ComponentRegionsComponentRegionsComponentRegionsComponentRegionscomponentRegionscomponent_regions. It can be calculated by calling area_centerarea_centerAreaCenterAreaCenterAreaCenterarea_center.

The relative movements (relations) of the model components can be set by passing VariationRowVariationRowVariationRowVariationRowvariationRowvariation_row, VariationColumnVariationColumnVariationColumnVariationColumnvariationColumnvariation_column, and VariationAngleVariationAngleVariationAngleVariationAnglevariationAnglevariation_angle. Because directly passing the relations is complicated, instead of the relations the variations of the model components are passed. The variations describe the movements of the components independently from each other relative to their poses in the model image ModelImageModelImageModelImageModelImagemodelImagemodel_image. The parameters VariationRowVariationRowVariationRowVariationRowvariationRowvariation_row and VariationColumnVariationColumnVariationColumnVariationColumnvariationColumnvariation_column describe the movement of the components in row and column direction by and , respectively. The parameter VariationAngleVariationAngleVariationAngleVariationAnglevariationAnglevariation_angle describes the angle variation of the component by . Based on these values, the relations are automatically computed. The three parameters must either contain one element, in which case the parameter is used for all model components, or must contain the same number of elements as ComponentRegionsComponentRegionsComponentRegionsComponentRegionscomponentRegionscomponent_regions, in which case each parameter element refers to the corresponding model component in ComponentRegionsComponentRegionsComponentRegionsComponentRegionscomponentRegionscomponent_regions.

The parameters AngleStartAngleStartAngleStartAngleStartangleStartangle_start and AngleExtentAngleExtentAngleExtentAngleExtentangleExtentangle_extent determine the range of possible rotations of the component model in an image.

Internally, a separate shape model is built for each model component (see create_shape_modelcreate_shape_modelCreateShapeModelCreateShapeModelCreateShapeModelcreate_shape_model). Therefore, the parameters ContrastLowCompContrastLowCompContrastLowCompContrastLowCompcontrastLowCompcontrast_low_comp, ContrastHighCompContrastHighCompContrastHighCompContrastHighCompcontrastHighCompcontrast_high_comp, MinSizeCompMinSizeCompMinSizeCompMinSizeCompminSizeCompmin_size_comp, MinContrastCompMinContrastCompMinContrastCompMinContrastCompminContrastCompmin_contrast_comp, MinScoreCompMinScoreCompMinScoreCompMinScoreCompminScoreCompmin_score_comp, NumLevelsCompNumLevelsCompNumLevelsCompNumLevelsCompnumLevelsCompnum_levels_comp, AngleStepCompAngleStepCompAngleStepCompAngleStepCompangleStepCompangle_step_comp, OptimizationCompOptimizationCompOptimizationCompOptimizationCompoptimizationCompoptimization_comp, MetricCompMetricCompMetricCompMetricCompmetricCompmetric_comp, and PregenerationCompPregenerationCompPregenerationCompPregenerationComppregenerationComppregeneration_comp correspond to the parameters of create_shape_modelcreate_shape_modelCreateShapeModelCreateShapeModelCreateShapeModelcreate_shape_model, with the following differences: First, in the parameter ContrastContrastContrastContrastcontrastcontrast of create_shape_modelcreate_shape_modelCreateShapeModelCreateShapeModelCreateShapeModelcreate_shape_model the upper as well as the lower threshold for the hysteresis threshold method can be passed. Additionally, a third value, which suppresses small connected contour regions, can be passed. In contrast, the operator create_component_modelcreate_component_modelCreateComponentModelCreateComponentModelCreateComponentModelcreate_component_model offers three separate parameters ContrastHighCompContrastHighCompContrastHighCompContrastHighCompcontrastHighCompcontrast_high_comp, ContrastLowCompContrastLowCompContrastLowCompContrastLowCompcontrastLowCompcontrast_low_comp, and MinScoreCompMinScoreCompMinScoreCompMinScoreCompminScoreCompmin_score_comp in order to set these three values. Consequently, also the automatic computation of the contrast threshold(s) is different. If both hysteresis threshold should be automatically determined, both ContrastLowCompContrastLowCompContrastLowCompContrastLowCompcontrastLowCompcontrast_low_comp and ContrastHighCompContrastHighCompContrastHighCompContrastHighCompcontrastHighCompcontrast_high_comp must be set to 'auto'"auto""auto""auto""auto""auto". In contrast, if only one threshold value should be determined, ContrastLowCompContrastLowCompContrastLowCompContrastLowCompcontrastLowCompcontrast_low_comp must be set to 'auto'"auto""auto""auto""auto""auto" while ContrastHighCompContrastHighCompContrastHighCompContrastHighCompcontrastHighCompcontrast_high_comp must be set to an arbitrary value different from 'auto'"auto""auto""auto""auto""auto". Secondly, the parameter OptimizationOptimizationOptimizationOptimizationoptimizationoptimization of create_shape_modelcreate_shape_modelCreateShapeModelCreateShapeModelCreateShapeModelcreate_shape_model provides the possibility to reduce the number of model points as well as the possibility to completely pregenerate the shape model. In contrast, the operator create_trained_component_modelcreate_trained_component_modelCreateTrainedComponentModelCreateTrainedComponentModelCreateTrainedComponentModelcreate_trained_component_model uses a separate parameter PregenerationCompPregenerationCompPregenerationCompPregenerationComppregenerationComppregeneration_comp in order to decide whether the shape models should be completely pregenerated or not. A third difference concerning the parameter MinScoreCompMinScoreCompMinScoreCompMinScoreCompminScoreCompmin_score_comp should be noted. When using the shape-based matching, this parameter needs not be passed when preparing the shape model using create_shape_modelcreate_shape_modelCreateShapeModelCreateShapeModelCreateShapeModelcreate_shape_model, but only during the search using find_shape_modelfind_shape_modelFindShapeModelFindShapeModelFindShapeModelfind_shape_model. In contrast, when preparing the component model it is favorable to analyze rotational symmetries of the model components and similarities between the model components. However, this analysis only leads to meaningful results if the value for MinScoreCompMinScoreCompMinScoreCompMinScoreCompminScoreCompmin_score_comp that is used during the search (see find_component_modelfind_component_modelFindComponentModelFindComponentModelFindComponentModelfind_component_model) is already approximately known.

In addition to the parameters ContrastLowCompContrastLowCompContrastLowCompContrastLowCompcontrastLowCompcontrast_low_comp, ContrastHighCompContrastHighCompContrastHighCompContrastHighCompcontrastHighCompcontrast_high_comp, and MinSizeCompMinSizeCompMinSizeCompMinSizeCompminSizeCompmin_size_comp also the parameters MinContrastCompMinContrastCompMinContrastCompMinContrastCompminContrastCompmin_contrast_comp, NumLevelsCompNumLevelsCompNumLevelsCompNumLevelsCompnumLevelsCompnum_levels_comp, AngleStepCompAngleStepCompAngleStepCompAngleStepCompangleStepCompangle_step_comp, and OptimizationCompOptimizationCompOptimizationCompOptimizationCompoptimizationCompoptimization_comp can be automatically determined by passing 'auto'"auto""auto""auto""auto""auto" for the respective parameters.

All component-specific input parameters (parameter names terminate with the suffix Comp) must either contain one element, in which case the parameter is used for all model components, or must contain the same number of elements as the number of regions in ComponentRegionsComponentRegionsComponentRegionsComponentRegionscomponentRegionscomponent_regions, in which case each parameter element refers to the corresponding element in ComponentRegionsComponentRegionsComponentRegionsComponentRegionscomponentRegionscomponent_regions.

In addition to the individual shape models, the component model also contains information about the way the single model components must be searched relative to each other using find_component_modelfind_component_modelFindComponentModelFindComponentModelFindComponentModelfind_component_model in order to minimize the computation time of the search. For this, the components are represented in a tree structure. First, the component that stands at the root of this search tree (root component) is searched. Then, the remaining components are searched relative to the pose of their predecessor in the search tree.

The root component can be passed as an input parameter of find_component_modelfind_component_modelFindComponentModelFindComponentModelFindComponentModelfind_component_model during the search. To what extent a model component is suited to act as the root component depends on several factors. In principle, a model component that can be found in the image with a high probability should be chosen. Therefore, a component that is sometimes occluded to a high degree or that is missing in some cases is not well suited to act as the root component. Additionally, the computation time that is associated with the root component during the search can serve as a criterion. A ranking of the model components that is based on the latter criterion is returned in RootRankingRootRankingRootRankingRootRankingrootRankingroot_ranking. In this parameter the indices of the model components are sorted in descending order according to their associated search time, i.e., RootRankingRootRankingRootRankingRootRankingrootRankingroot_ranking[0] contains the index of the model component that, chosen as root component, allows the fastest search. Note that the ranking returned in RootRankingRootRankingRootRankingRootRankingrootRankingroot_ranking represents only a coarse estimation. Furthermore, the calculation of the root ranking assumes that the image size as well as the value of the system parameter 'border_shape_models'"border_shape_models""border_shape_models""border_shape_models""border_shape_models""border_shape_models" are identical when calling create_component_modelcreate_component_modelCreateComponentModelCreateComponentModelCreateComponentModelcreate_component_model and find_component_modelfind_component_modelFindComponentModelFindComponentModelFindComponentModelfind_component_model.

Execution Information

• Multithreading type: reentrant (runs in parallel with non-exclusive operators).
• Multithreading scope: global (may be called from any thread).
• Processed without parallelization.

This operator returns a handle. Note that the state of an instance of this handle type may be changed by specific operators even though the handle is used as an input parameter by those operators.

Parameters

Example (HDevelop)

* Read the model image.
read_image (ModelImage, 'model_image.tif')
* Describe the model components.
gen_rectangle2 (ComponentRegions, 318, 109, -1.62, 34, 19)
gen_rectangle2 (Rectangle2, 342, 238, -1.63, 32, 17)
gen_rectangle2 (Rectangle3, 355, 505, 1.41, 25, 17)
concat_obj (ComponentRegions, Rectangle2, ComponentRegions)
concat_obj (ComponentRegions, Rectangle3, ComponentRegions)
* Create the component model by explicitly specifying the relations.
create_component_model (ModelImage, ComponentRegions, 20, 20, rad(25), 0, \
                        rad(360), 15, 40, 15, 10, 0.8, 'auto', 'auto', \
                        'none', 'use_polarity', 'false', ComponentModelID, \
                        RootRanking)
* Find the component model in a run-time image.
read_image (SearchImage, 'search_image.tif')
find_component_model (SearchImage, ComponentModelID, RootRanking, 0, \
                      rad(360), 0.5, 0, 0.5, 'stop_search', \
                      'search_from_best', 'none', 0.8, 'least_squares', 0, \
                      0.8, ModelStart, ModelEnd, Score, RowComp, \
                      ColumnComp, AngleComp, ScoreComp, ModelComp)

Result

If the parameters are valid, the operator create_component_modelcreate_component_modelCreateComponentModelCreateComponentModelCreateComponentModelcreate_component_model returns the value 2 (H_MSG_TRUE). If necessary an exception is raised.

Possible Predecessors

draw_regiondraw_regionDrawRegionDrawRegionDrawRegiondraw_region, concat_objconcat_objConcatObjConcatObjConcatObjconcat_obj

Possible Successors

find_component_modelfind_component_modelFindComponentModelFindComponentModelFindComponentModelfind_component_model

Alternatives

create_trained_component_modelcreate_trained_component_modelCreateTrainedComponentModelCreateTrainedComponentModelCreateTrainedComponentModelcreate_trained_component_model

Module

Matching