Omni-Directional Image Deblurring
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This thesis deals with deblurring images corrupted by rotational motion around
any possible axis. The study involves developing adequate forward models being
able to accurately describe this type of degradation, investigating reconstruction
algorithms and finally developing methods that are able to counter this
particular problem.
To that end, relevant theory is presented and a rotational motion blur simulator
is developed in order to compare the forward models proposed. A study about
reconstruction algorithms was also carried out in order to make a decision about
the methods on which the solution of the particular problem would be based
upon. The underlying algebraic properties of this problem are also investigated
and the stage is set for extensive reconstruction experiments.
The reconstruction experiments, apart from the usual behavior of the reconstruction
methods, also revealed some interesting facts about artifacts occurring
when deblurring images degraded by motion blur. Some solutions were proposed
and a brief investigation into stopping rules for the reconstruction methods was
carried out.
Most of the code produced throughout this study was included in the MATLAB
software package developed.