Model-based processing of image data
An imaging system for processing image data of an object containing a component. The imaging system includes an imaging device arranged to obtain image data and a processor. The processor is adapted to receive the image data from the imaging device, obtain a component model for the component, obtain an imaging device model for the imaging device, construct an unconstrained objective function based on the component model and the imaging device model, and construct a model of the object containing the component based on the unconstrained objective function and the image data, and a display device adapted to display an image for the object containing the component based on the model.
1. An imaging system for processing image data of an object containing a component, comprising:
an imaging device arranged to obtain image data;
a processor adapted to:
receive the image data from the imaging device;
obtain a component model for the component;
obtain an imaging device model for the imaging device;
construct an unconstrained objective function based on the component model and the imaging device model; and
construct a model of the object containing the component based on the unconstrained objective function and the image data; and
a display device adapted to display an image for the object containing the component based on the model.
2. The imaging system of claim 1 , wherein the processor is adapted to construct the model of the object containing the component based on:
solving the unconstrained objective function for the image data based on changing registration parameters and image parameters in the unconstrained objective function,
wherein constructing the model of the object containing the component is based on the image parameters and the registration parameters for the solved unconstrained objective function.
3. The imaging system of claim 2 , wherein the processor is adapted to solve the unconstrained objective function based on:
optimizing the unconstrained objective function for the image data based on changing the registration parameters while holding the image parameters constant; and
optimizing the unconstrained objective function for the image data based on changing the image parameters while holding the optimized registration parameters constant.
4. The imaging system of claim 1 , wherein the registration parameters specify a location and an orientation of the component.
5. The imaging system of claim 1 , wherein the image parameters specify parameterization characteristics of the object containing the component.
6. The imaging system of claim 1 , wherein the component model defines parameterization characteristics and registration characteristics of the component.
7. The imaging system of claim 1 , wherein the imaging device model defines characteristics for constructing the model of the object containing the component based on characteristics of the imaging device.
8. The method of claim 1 , wherein constructing the unconstrained objective function is based on the component model, a second component model for a second component in the object containing the component, and the imaging device model.
9. A method for processing image data for an object containing a component, comprising:
receiving the image data from an imaging device;
obtaining a component model for the component;
obtaining an imaging device model for the imaging device;
constructing an unconstrained objective function based on the component model and the imaging device model; and
constructing a model of the object containing the component based on the unconstrained objective function and the image data.
10. The method of claim 9 , wherein constructing the model of the object containing the component comprises solving the unconstrained objective function for the image data based on changing registration parameters and image parameters in the unconstrained objective function,
wherein constructing the model of the object containing the component is based on the image parameters and the registration parameters for the solved unconstrained objective function.
11. The method of claim 10 , wherein solving the unconstrained objective function comprises:
optimizing the unconstrained objective function for the image data based on changing the registration parameters while holding the image parameters constant; and
optimizing the unconstrained objective function for the image data based on changing the image parameters while holding the optimized registration parameters constant.
12. The method of claim 10 , wherein the registration parameters specify a location and an orientation of the component.
13. The method of claim 10 , wherein the image parameters specify parameterization characteristics of the object containing the component.
14. The method of claim 10 , wherein the component model defines parameterization characteristics and registration characteristics of the component.
15. The method of claim 10 , wherein the imaging device model defines characteristics for constructing the model of the object containing the component based on characteristics of the imaging device.
16. The method of claim 10 , wherein constructing the unconstrained objective function is based on the component model, a second component model for a second component in the object containing the component, and the imaging device model.
17. A non-transitory machine readable storage medium that provides instructions, which when executed by a computing platform, cause said computing platform to perform operations comprising a method for processing image data for an object containing a component, the method comprising:
receiving image data from an imaging device;
obtaining a component model for the component;
obtaining an imaging device model for the imaging device;
constructing an unconstrained objective function based on the component model and the imaging device model; and
constructing a model of the object containing the component based on the unconstrained objective function and the image data.