Removal of coma from an image through cepstrum?
Posted: 2016-11-17T18:37:57-07:00
Reminder: coma is an optical aberration which typically arises from misalignment of optical components and which results in a point source producing a comet-shaped image (hence the name). Users of fast Newtonian telescopes will be all too familiar with this bane.
I have a star-field image which shows pronounced coma; I would like to estimate the PSF so the image can be restored to improve resolution and contrast. My initial attempt was to estimate the PSF as the image of an isolated star. It worked but not as well as I would like largely, I suspect, because of the noise in the estimated PSF. Rather than try to clean up the PSF, I took a look at the cepstrum of a 256x256 sample of the original containing several comatic stellar images. The result was rather interesting but I don't know how to go from the cepstrum back to a PSF.
It's well documented on Fred's page that a circular disk PSF will produce a circle in the cepstrum, the radius of which is twice the radius of the blur. Likewise, a linear PSF produces two points, the orientation and separation of which give the orientation and twice the length of the PSF. Evaluating the experimental ceptrum, identifying the ideal circle (resp. points), and computing the ideal PSF from the result is a standard technique.
The cepstrum of the comatic image contains a very clear ellipse, the major axis of which is aligned with the symmetry axis of the coma. The major and minor diameters of the ellipse must correlate with some parameters which characterize the amount of coma. Unfortunately, I haven't yet been able to work how to take an ideal elliptical cepstrum and transform it into an ideal comatic PSF. Extensive web searching has turned up only the well-known linear and defocus blurring cases.
Can anyone give me clues and / or references please? I can provide the comatic image sample if anyone wishes to experiment.
Thanks. Paul.
I have a star-field image which shows pronounced coma; I would like to estimate the PSF so the image can be restored to improve resolution and contrast. My initial attempt was to estimate the PSF as the image of an isolated star. It worked but not as well as I would like largely, I suspect, because of the noise in the estimated PSF. Rather than try to clean up the PSF, I took a look at the cepstrum of a 256x256 sample of the original containing several comatic stellar images. The result was rather interesting but I don't know how to go from the cepstrum back to a PSF.
It's well documented on Fred's page that a circular disk PSF will produce a circle in the cepstrum, the radius of which is twice the radius of the blur. Likewise, a linear PSF produces two points, the orientation and separation of which give the orientation and twice the length of the PSF. Evaluating the experimental ceptrum, identifying the ideal circle (resp. points), and computing the ideal PSF from the result is a standard technique.
The cepstrum of the comatic image contains a very clear ellipse, the major axis of which is aligned with the symmetry axis of the coma. The major and minor diameters of the ellipse must correlate with some parameters which characterize the amount of coma. Unfortunately, I haven't yet been able to work how to take an ideal elliptical cepstrum and transform it into an ideal comatic PSF. Extensive web searching has turned up only the well-known linear and defocus blurring cases.
Can anyone give me clues and / or references please? I can provide the comatic image sample if anyone wishes to experiment.
Thanks. Paul.