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RE: [APML] stacking & adding film images
Hi everyone,
I have some thoughts about stacking film images. Please correct
me if I write something nonsense. (I'm at 14000 feet and there is
a lack of oxygen.) It's a little long and is for those who really
care about the details of image processing. Skip it as you wish.
# There is no difference between improving S/N and going deeper.
They are exactly the same thing. By improving S/N, we can
better tell if a faint signal on the sky fog is a real faint
celestial object or is just noise produced by film grains
(or whatever else), i.e., we get a deeper image.
In other words, stacking images to improve S/N is similar to
increasing exposure time. Both give us deeper images.
# In CCD imaging, stacking many short exposures is equivalent to
taking a long exposure. The only thing matters is the number of
photons we collect. More photons = higher S/N = deeper images.
It doesn't matter whether we collect these photons at once
(a long exposure) or in pieces (many short exposures).
The same should apply to film images. The only difference
between CCD and film is that CCD is linear but film is nonlinear.
For CCD, adding two 10min exposures is precisely equivalent to
taking a 20min exposure (assuming that readout noise and bias of
CCD is not important). This is not the case for film.
Nevertheless, it is still true that stacking short film exposures
will deepen the image.
# Stacking CCD images is straightforward -- just add them.
(There is no difference between adding and averaging in terms of
S/N. They only differ by a constant and this constant has no
effect on S/N or depth.)
Adding is statistically correct for CCD images. But again, this
may not be the case for film images because film is nonlinear.
How to stack film images to achieve the greatest depth? I haven't
seen any detailed, statistical analysis that really convinces me
on this issue.
Personally, I would still use adding (or averaging). As long as
each image has the same exposure time, adding is fine and should
produce the best S/N and the greatest depth. If the exposure times
of the images are very different, straight adding is certainly wrong.
I imagine that the images must be weighted in a very nonlinear way
before they can be added. Perhaps the statistically correct
weighting (if exists) would even change within each single image
as a function of image density in different areas.
Before I average images of different exposure times, I calibrate
them (in Registar) and then weight them with their exposure times.
I know this is wrong. I just simply don't know a better way to
handle this.
# Adding (=averaging, again) film images will not enhance the
vignetting. On the other hand, multiplication will. For example,
in a vignetted image the brightness ratio between the field center
and the corner is 3:1. After averaging two similar images, the
brightness ratio is still 3:1, not changed. But after multiplying
them, the brightness ratio becomes 9:1, enhanced.
The primary effect of multiplication is doubling the contrast,
as shown above. This effect is valuable in "classical darkrooms."
It also improves the S/N, of course, but the improvement is not
statistically optimized. Now, we have "digital darkrooms."
We don't need multiplication as much as we did in classical
darkrooms. We can first average the images to optimize the
S/N enhancement and then use curves to change the contrast.
# Finally, what is the best strategy to take deep film images?
Single long exposure? Or many short exposures stacked?
I would say, long exposure is still the best way to go.
When a film starts to get exposed, photons are not used to
create Ag condensation. It has to reach a critical exposure
before a latent image can form. After the critical exposure, the
latent image starts to grow very slowly. This is the "toe"
in the HD curve of film. Only after a certain exposure time,
the latent image grows rapidly ("straight line" in the HD curve).
I had measured the S/N of three films (E200, Provia 400F, and
Centuria 400). All of them show that the S/N increases very
slowly during the critical exposure phase and the toe phase.
Only after the exposure reaches the straight line, S/N increases
rapidly with exposure time.
In other words, every time we take a short exposure, we waste
time on the critical exposure and the toe without gaining much S/N.
(Pre-flash may be able to help on this but the background fog that
it produces has negative effect on S/N, too.)
If we take a single long exposure, we only waste this time once.
For this reason, the S/N on each short exposures is not optimized.
Stacking 10 5min exposures will not give us an S/N as high as a
single 50min exposure.
This is pretty much supported by my S/N test results. Later after
I come back to sea level, I can scan some real astro images of
long and short exposure times to see if I can reach the same
conclusion.
Cheers,
Wei-Hao
______________________________________________________________________
Wei-Hao Wang :)
Institute for Astronomy at University of Hawaii
Address: Phone: 808-956-9867
2680 Woodlawn Drive Personal Website:
Honolulu, HI 96822 http://www.ifa.hawaii.edu/~wang
______________________________________________________________________
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