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| Deconvolution |
Optics
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Deconvolution
In optics, the term is specifically used to refer
to the process of reversing the optical distortion
that takes place in a microscope or other optical
instrument, thus creating clearer images. It is
usually done in the digital domain by a software
algorithm, as part of a suite of microscope image
processing techniques.
The usual method is to assume that the optical path
through the instrument is optically perfect, convolved
with a point spread function (PSF), that is, a mathematical
function that describes the distortion in terms
of the pathway a theoretical point source of light
takes through the instrument. Usually, such a point
source contributes a small area of fuzziness to
the final image. If this function can be determined,
it is then a matter of computing its inverse or
complementary function, and convolving the acquired
image with that. The result is the original, undistorted
image.
In practice, finding the true PSF is impossible,
and usually an approximation of it is used. Real
optics may also have different PSFs at different
focal and spatial locations, and the PSF may be
non-linear. The accuracy of the approximation of
the PSF will dictate the final result. Different
algorithms can be employed to give better results.
Since the original convolution discards data, some
algorithms use additional data acquired at nearby
focal points to make up some of the lost information.
When the PSF is unknown, it may be possible to deduce
it by trying different possible PSFs in a systematic
manner and assessing whether the image has improved.
This procedure is called blind deconvolution.
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This
article is licensed under the GNU
Free Documentation License. It uses material from this
source.
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