Methods for optimizing imaging technique parameters for photon-counting computed tomography
Described here are systems and methods for optimization techniques for automatically selecting x-ray beam spectra, energy threshold, energy bin settings, and other imaging technique parameters for photon-counting detector computed tomography (“PCCT”). The techniques described here are generally based on subject or object size, material of interest, and location of the target material. Advantageously, the optimizations can be integrated with different PCCT systems to automatically select optimal imaging technique parameters before scanning a particular subject or object.
1. A method for determining imaging technique parameters for a photon-counting computed tomography (PCCT) system, the steps of the method comprising:
(a) selecting imaging technique parameters for the PCCT system;
(b) computing optimal imaging technique parameters using an optimization in which each iteration of the optimization includes:
(i) computing a Cramer-Rao Lower Bound (CRLB) value for each of a plurality of different combinations of detector channels and projection angles associated with the PCCT system and based on the imaging technique parameters;
(ii) computing an overall CRLB value as a weighted summation of the CRLB values;
(iii) evaluating a stopping criterion based on the overall CRLB value;
(iv) updating the imaging technique parameters when the stopping criterion is not satisfied; and
(v) storing the imaging technique parameters as the optimal imaging technique parameters for later use with the PCCT system when the stopping criterion is satisfied.
2. The method as recited in claim 1 , wherein the imaging technique parameters include at least one of x-ray spectra parameters, energy threshold parameters, or energy bin parameters.
3. The method as recited in claim 1 , wherein the stopping criterion is satisfied when the overall CRLB value is minimized.
4. The method as recited in claim 1 , wherein the imaging technique parameters are associated with detector response of photon-counting detectors of the PCCT system.
5. The method as recited in claim 1 , wherein the imaging technique parameters are associated with properties of an object to be imaged with the PCCT system.
6. The method as recited in claim 5 , wherein the properties of the object comprise at least one of a size of the object or a materials contained in the object.
7. The method as recited in claim 1 , wherein step (b) is repeated in order to determine a plurality of sets of optimal imaging technique parameters each having a different rank on material decomposition accuracy.
8. The method as recited in claim 7 , wherein each of the plurality of sets of optimal imaging technique parameters is associated with each of a plurality of different materials in a material decomposition task.
9. The method as recited in claim 8 , wherein the plurality of different materials comprises at least two of calcium, iron, and water.