Title :
Single channel exact blind image deconvolution from radially symmmetric fir blur
Author :
Kwang Eun Jang ; Ye, Jong Chul
Author_Institution :
Korea Adv. Inst. of Sci. & Technol., Seoul
Abstract :
The multichannel exact blind image deconvolution theory tells us that the exact image reconstruction is possible without a prior knowledge of point spread function (PSF) as long as we can measure at least three blur images through distinct blur channels. However, in many biological applications, there exist many technical difficulties in applying the theory since the specimen drift between snapshots, or specimen damage due to prolonged exposure, or physiological changes in live cell imaging. The main contribution of this paper is a new exact blind deconvolution theory that eliminates the need of multiple blur measurements, but still guarantees the exact reconstruction. The basic idea of such breakthrough is to exploit the radial symmetry of a certain class of PSFs. This makes the PSF estimation problem as 1-D channel identification problem with multiple excitations, which can be solved using subspace methods. Since radially symmetric PSFs can be quite often encountered in many practical applications such as optical imaging systems, and astigmatism corrected electron microscopy, our the theory may have great impacts in many practical imaging applications
Keywords :
aberrations; deconvolution; image restoration; optical transfer function; FIR blur; astigmatism correction; biological applications; blind deconvolution theory; blind image deconvolution; blur channels; blur images; channel identification problem; electron microscopy; exact image deconvolution; exact image reconstruction; live cell imaging; multiple blur measurements; multiple excitations; optical imaging systems; point spread function; radial symmetry; single channel image deconvolution; specimen damage; specimen drift; subspace methods; Deconvolution;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2007. ISBI 2007. 4th IEEE International Symposium on
Conference_Location :
Arlington, VA
Print_ISBN :
1-4244-0672-2
Electronic_ISBN :
1-4244-0672-2
DOI :
10.1109/ISBI.2007.356941