This is an exercise I wanted to do time ago, but never found time and energies. This afternoon I did it, and although the result was not so good as I expected I wanted to start a discusion.
I wanted to compare the noise in a regular shot at base ISO100 vs an statistical averaging of several shots at higher ISO values. If the total exposure time was kept the same, the concept could be applied in a digital camera with a fast burst operation: the user clicks once, but the camera shoots several times in a quick sequence that will be averaged to improve noise. ISO is raised as needed to keep the total exposure time into the required shutter speed set by the user for the particular situation.
Please don't compare or think of applying this to present cameras, this is just a concept idea for fast burst cameras that could come in the future.
I shot the following scene with a Canon 350D on a tripod:
- First I shot it at ISO100, 2s
- Second I shot it 8 times at ISO800, 1/4s
The total exposure time was the same, 2s. Then I compared noise of the first shot (ISO100) vs two different statistical averaging of the other 8 shots: simple Average and Median. Surprisingly median was less effective in reducing individual impulsive hot/crazy pixels than simple average; that makes me think these hot pixels remain at the same locations in most of the 8 high ISO shots (I'll try a simple hot pixel elimination routine tomorrow).
There is a reduction in noise in the averaged images, but not spectacular at all. Anyway I think the concept can be interesting.
Images are B&W because I wanted to average undemosaiced data. I arbitrarily picked up the B channel of the RAW files and did the averaging without even clipping the black level in case Canon's non zero black level could mean an advantage in the end for this kind of noise reduction.
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Application for HDR: the same idea of keeping more than one shot into one affordable total lapse of time, could be applied for in-camera HDR shooting.
Think of a landscape that has to be shot at 1/24 or faster because we are using a 24mm lens. The user sets shutter 1/24 but the camera could do two shots a couple of EV's apart: one at 1/30 plus one at 1/120. Total exposure time would be 1/30+1/120=1/24, enough to freeze our handheld shot at 24mm. The 1/30 shot would provide low noise in the shadows and 1/120 would provide the highlights. The blend would be automatically done by the camera without the user noticing. The 1/30 shot would only display a slightly higher noise in the shadows than a single shot at 1/24, nothing compared to the advantage of preserving 2 extra stops in the highlighs.
Regards.