Reconstruction stabilizer and active vision
A method for stabilizing the reconstruction of an imaged volume is presented. The method includes the steps of performing an analysis of the reliability of reconstruction of a radioactive-emission density distribution of the volume from radiation detected over a specified set of views, and defining modifications to the reconstruction process and/or data collection process to improve the reliability of reconstruction, in accordance with the analysis.
1. A method for stabilizing the reconstruction of an imaged volume, comprising:
performing an analysis of the reliability of reconstruction of a radioactive-emission density distribution of said volume from radiation detected over a specified set of views; and
defining modifications to at least one of a reconstruction process and a data collection process to improve said reliability of reconstruction, in accordance with said analysis.
2. A method according to claim 1 , further comprising calculating a measure of said reliability of reconstruction, said measure of reliability of reconstruction being for determining a necessity of performing said modifications.
3. A method according to claim 1 , further comprising:
providing a detection probability matrix defining a respective detection probability distribution of said volume for each of said views; calculating the singular values of said detection probability matrix;
identifying singular values as destabilizing singular values.
4. A method according to claim 3 , further comprising performing singular value decomposition (SVD) of said probability matrix.
5. A method according to claim 3 , wherein said identifying comprises:
for each of said singular values, calculating a respective ratio of said singular value to a largest singular value; and
specifying a singular value having a respective ratio below a specified threshold as destabilizing.
6. A method according to claim 3 , further comprising calculating a condition number of said probability matrix as a measure of said reliability of reconstruction.
7. A method according to claim 6 , further comprising performing said identifying if said condition number exceeds a specified magnitude.
8. A method according to claim 3 , wherein said modification comprises defining constraints on said reconstruction process to reduce an effect of said destabilizing singular values upon a reconstruction of said volume.
9. A method according to claim 3 , further comprising identifying, for a destabilizing singular value, an associated unreliable voxel of said reconstructed volume.
10. A method according to claim 3 , further comprising identifying, for a destabilizing singular value, an associated unreliable linear combination of voxels of a reconstruction of said volume.
11. A method according to claim 1 , wherein said modification comprises smoothing a selected portion of said volume during said reconstruction.
12. A method according to claim 1 , wherein said modification comprises uniting multiple voxels of said volume into a single element of said reconstruction.
13. A method according to claim 1 , wherein said modification comprises defining views for imaging said volume.
14. A method according to claim 13 , wherein said defining is performed to obtain a required resolution.
15. A method according to claim 13 , wherein said defining comprises specifying multiple scan densities for imaging said volume.
16. A method according to claim 15 , wherein each of said scan densities is for a different respective portion of said volume.
17. A method according to claim 13 , wherein said defining is performed dynamically during radioactive-emission measurements of said volume.
18. A method according to claim 13 , further comprising performing radioactive-emission measurements of the body structure, at a predetermined set of views;
and wherein said modification comprises dynamically-defined views for continued imaging of said volume.
19. A method according to claim 9 , wherein said modification comprises defining a non-uniform scan for data collection.
20. The method of claim 1 , further comprising providing at least one intensity distribution, wherein an intensity distribution comprises a representation of a radioactive-emission density distribution of said volume.