Re: Deconvolution of Confocal Images? (was: Airy Units)

Posted by Brian Northan on
URL: http://confocal-microscopy-list.275.s1.nabble.com/Deconvolution-of-Confocal-Images-was-Airy-Units-tp6947651p6948126.html

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The situation is complex because it is highly dependent on sample structure.

In my experience Jeremy is right that in certain cases (sparse sample
structure) deconvolution + widefield produces very nice results
because of out of focus photon reallocation.

But it only works for certain sample structure because of the "missing cone".

There are nice presentations on this (if I recall correctly I saw it
at the woods hole course) comparing widefield + deconvolution and
confocal results for different sample structure.

Brian

On Mon, Oct 31, 2011 at 9:03 AM, Mark Cannell <[hidden email]> wrote:

> *****
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>
> Quite so. If you want to see the effect of deconvolution of 2p images on noise, look here:
>
> Soeller, C. & Cannell, M.B. (1999) Examination of the transverse tubular system in living cardiac rat myocytes by 2-photon microscopy and digital image-processing techniques. Circ. Res. 84: 266-275
>
> Shameless plug I know, but probably among the first to demonstrate the benefit of decon. to control Poisson noise in confocal/2P...
>
> Mark
>
>
> On 31/10/2011, at 12:47 PM, Guy Cox wrote:
>
>> *****
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>>
>> " The photons that are rejected by a pinhole usually come from
>> fluorophores within the specimen - deconvolution can be viewed as an
>> attempt to improve images by putting photons back to where they
>> probably originated, rather than to just reject them. Deconvolution
>> makes a more efficient use of the emitted photons.
>>
>> It is therefore possible to obtain an image by deconvolving a
>> widefield z series that, because of photobleaching and rejection of
>> photons by a pinhole, cannot be obtained from a confocal, even if
>> acquisition time was not the limiting constraint.
>>
>> Only in the narrowest sense, when only a single optical section is
>> required, is Guy correct in regarding out of focus fluorescence as
>> noise - perhaps signal of unwanted origin."
>>
>> WRONG!!  Yes, of course the photons come from fluorophores within the specimen.  Where else could they come from?  But they don't come from where we are looking at and so they cannot be assigned to the plane we are imaging.  They belong in a different plane and should be assigned there.  And in a confocal stack that is exactly what will happen.  So of course there is wasted fluorescence - and if we want to avoid this the answer is rather simple - use 2-photon. Then there is NO out of plane fluorescence.
>>
>>                                     Guy
>>
>>
>> Optical Imaging Techniques in Cell Biology
>> by Guy Cox    CRC Press / Taylor & Francis
>>     http://www.guycox.com/optical.htm
>> ______________________________________________
>> Associate Professor Guy Cox, MA, DPhil(Oxon)
>> Australian Centre for Microscopy & Microanalysis,
>> Madsen Building F09, University of Sydney, NSW 2006
>>
>> Phone +61 2 9351 3176     Fax +61 2 9351 7682
>>             Mobile 0413 281 861
>> ______________________________________________
>>      http://www.guycox.net
>>
>>
>>
>> -----Original Message-----
>> From: Confocal Microscopy List [mailto:[hidden email]] On Behalf Of Jeremy Adler
>> Sent: Monday, 31 October 2011 11:08 PM
>> To: [hidden email]
>> Subject: Re: Deconvolution of Confocal Images? (was: Airy Units)
>>
>> *****
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>>
>>
>>
>> Quoting Guy Cox <[hidden email]>:
>>
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>>>
>>> Daniel White wrote:
>>>
>>> " in a confocal you throw away most of the signal, as its out of focus.
>>> So as a result the images are often very noisy.  "
>>>
>>> This is often stated but IT IS TOTALLY UNTRUE.  What is out of focus is
>>> noise, not signal.  If you have no SA (and, honestly, if you are
>>> seriously interested in high-resolution imaging that should be a given)
>>> then a confocal microscope with the pinhole set at 1 Airy diameter
>>> throws away no signal at all.  So why are confocal images often noisy?
>>> Well, it's just statistics.  If you take a wide-field image with a 1
>>> second exposure each point is exposed for one second.  If you take a
>>> confocal image at 512 x 512 for 1 second then each point is exposed for
>>> ~4 microseconds.  The difference is rather substantial ...
>>>
>>>                                           Guy
>>>
>>> Optical Imaging Techniques in Cell Biology
>>> by Guy Cox    CRC Press / Taylor & Francis
>>>     http://www.guycox.com/optical.htm
>>> ______________________________________________
>>> Associate Professor Guy Cox, MA, DPhil(Oxon)
>>> Australian Centre for Microscopy & Microanalysis,
>>> Madsen Building F09, University of Sydney, NSW 2006
>>>
>>> Phone +61 2 9351 3176     Fax +61 2 9351 7682
>>>             Mobile 0413 281 861
>>> ______________________________________________
>>>      http://www.guycox.net
>>>
>>>
>>> -----Original Message-----
>>> From: Confocal Microscopy List [mailto:[hidden email]]
>>> On Behalf Of daniel white
>>> Sent: Monday, 31 October 2011 8:30 PM
>>> To: [hidden email]
>>> Subject: Deconvolution of Confocal Images? (was: Airy Units)
>>>
>>> *****
>>> To join, leave or search the confocal microscopy listserv, go to:
>>> http://lists.umn.edu/cgi-bin/wa?A0=confocalmicroscopy
>>> *****
>>>
>>> Hi Peter,
>>>
>>> On Oct 31, 2011, at 6:02 AM, CONFOCALMICROSCOPY automatic digest system
>>> wrote:
>>>
>>>>
>>>> Date:    Sun, 30 Oct 2011 13:09:10 -0700
>>>> From:    Peter Werner <[hidden email]>
>>>> Subject: Deconvolution of Confocal Images? (was: Airy Units)
>>>>
>>>> An interesting point was made here by Jim Pawley:
>>>>
>>>>> I agree that sampling a bit higher than Nyquist never hurts,
>>>>> especially if you deconvolve (as you always should), but I think
>>>>> that it is a mistake to think that one can "separate" out the noise
>>>>> by decon. I think that noise is pretty fundamental.
>>>>
>>>> I had always heard that if you're doing confocal microscopy, at least
>>>
>>>> point-scanning confocal with a pinhole size of 1AU or smaller, that
>>>> deconvolution was superfluous, because you shouldn't be getting out of
>>>
>>>> focus light. So what is gained by deconvolution when one is sampling
>>>> voxel by voxel?
>>>
>>> in a confocal you throw away most of the signal, as its out of focus.
>>> So as a result the images are often very noisy.
>>> Good contrast.... but high Poisson distributed photon shot noise
>>> from only measuring a handful of photons.
>>>
>>> So usually one needs to do something about that noise...
>>> we want to separate the real signal from the noise.
>>>
>>> Often a Gaussian or mean filter is applied... which suppresses the noise
>>>
>>> by smoothing it out... but it also smooths the real signal, so
>>> effectively you lose
>>> the contrast and resolution that was the whole point of doing confocal.
>>>
>>> The smart way to suppress the noise, but keep the contrast and
>>> resolution
>>> is to do deconvolution.
>>> Deconvolution using a max likelyhood method uses the known shape of the
>>> PSF
>>> to make a best guess model of the real fluorophore distribution in the
>>> sample.
>>> You tell the deconvolution algorithm how noisy the image is (you have to
>>> guess
>>> unless you take 2 images and measure it)
>>> then it attempts to throw out the noise and keep the real signal,
>>> resolution and contrast intact.
>>>
>>> D
>>>
>>>>
>>>> Peter G. Werner
>>>> Merritt College Microscopy Program
>>>
>>> Dr. Daniel James White BSc. (Hons.) PhD
>>>
>>> Leader - Image Processing Facility,
>>> Senior Microscopist,
>>> Light Microscopy Facility.
>>>
>>> Max Planck Institute of Molecular Cell Biology and Genetics
>>> Pfotenhauerstrasse 108
>>> 01307 DRESDEN
>>> Germany
>>>
>>> +49 (0)15114966933 (German Mobile)
>>> +49 (0)351 210 2627 (Work phone at MPI-CBG)
>>> +49 (0)351 210 1078 (Fax MPI-CBG LMF)
>>> chalkie666                                   Skype
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>>
>>
>>
>> Jeremy Adler
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