Can a higher-resolution sensor and downsampling offset a soft lens?
Asked 5/17/2018
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If the same lens is used on two sensors of the same size, one lower resolution (for example 12MP) and one much higher resolution (for example 48MP), will the higher-resolution sensor produce a sharper final image after downsampling to the same output size? Assume good demosaicing/downsampling and that the lens is somewhat soft rather than severely blurred. Can oversampling recover any lost sharpness from the lens, or is lens softness the hard limit?
Originally by Photography Stack Exchange contributor. Source · Licensed CC BY-SA 4.0
Photography Stack Exchange contributor
8y ago
2 Answers
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The short answer is yes, you can overcome some loss of sharpness using many more pixels. in theory you can approximate a sharp lens on a small sensor using a soft lens on a large sensor. If we make two assumptions:
- softening focus does not increase any other distortions. This is often not true for zoom lenses where field corrections and plane corrections occur in the same group.
- You are talking about nearly perfect sensors. Many modern sensors have nearly perfect MTF (around 96% nyquist) but there will still be some loss of resolution to the sensor which will limit your ability to recover sharpness.
Given the two assumptions, you are left to recover spatial resolution at a log-base-2 rate. What this means in practice is you need to double the dimensions of your sensor (quadruple the megapixels) to recover half the difference in resolving power. So if you are trying to approximate a lens that has 100 "sharpness units" using a lens that has 50 sharpness units, you will need 4x the megapixels to get the final image to about 73 sharpness units (remember sensor loss) if you wanted to get it to about 92 sharpness units you would need about 16x the megapixels (50-75-87.5-93.75-95.875) is 4 steps and 2^4 is 16 and you will lose about 4 sharpness units to the sensor.)
I'm very much simplifying a subject about which thousand page textbooks have been written so please don't take my math too literally. My point is that the answer is application dependent. As mentioned, you can never fully compensate for a sharp lens because you can never get to 100%. On the other hand, if you are trying to make a 300x600 website header out of a slightly blurry 24mp image then yeah, you can get away with it.
Originally by user71671. Source · Licensed CC BY-SA 4.0
user71671
8y ago
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Yes, to a degree. A higher-resolution sensor usually can produce a slightly sharper final image after downsampling, even with a soft lens, because it samples the lens’s blurred image more finely and can preserve edge detail better. This can also help a Bayer sensor produce a better lower-resolution color image after demosaicing.
But it is not a magic fix. The lens remains the limiting factor: if the lens does not transmit fine detail, no sensor or algorithm can fully recreate information that never reached the sensor. Downsampling can reduce aliasing, noise, and some demosaicing losses, and may make the result look cleaner and a bit sharper, but it cannot turn a genuinely soft lens into a sharp one.
The benefit depends on the type and amount of softness. Mild softness or limited lens resolution may improve somewhat; severe blur will not. Also, every stage in the imaging chain affects sharpness, so sensor gains are only part of the picture.
Bottom line: higher resolution plus downsampling can modestly compensate for a soft lens, but the best solution for sharpness is still a sharper lens.
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