Does downscaling an upscaled image make it look sharper?

Asked 3/1/2015

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If an image is first enlarged (for example 2× with bilinear interpolation) and then reduced again, can the result look less blurry or have a "better" FFT/power spectrum than the directly scaled version? In my tests, the downscaled version of the upscaled image seems to show more energy toward the high-frequency corners of the spectrum. Is this a known effect, and should I expect an upscaled-then-downscaled image to appear crisper?

Originally by Photography Stack Exchange contributor. Source · Licensed CC BY-SA 4.0

Photography Stack Exchange contributor

11y ago

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In both cases the blur will be reduced, it's just that in the second case you can see that effect more clearly from the powerspectrum in k-space. In general, when you are downscaling, you will not only reduce the blur, you will also lose small details (because you keep the pixel size the same, anything that becomes smaller than one pixel will vanish from view, being absorbed in the grey value of that pixel). So, you are not just rescaling, you are also averaging over the smallest details.

If you were only rescaling, then the width of the powerspectrum would increase correspondingly. Now, that's exactly what happens in the case of the picture obtained by first upscaling the image, as you are then not putting in new details at the smallest scale.

Originally by user28357. Source · Licensed CC BY-SA 4.0

user28357

11y ago

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Not in the sense of recovering real detail. Upscaling with bilinear interpolation does not create new fine detail; it only interpolates between existing pixels. When you then downscale, two things happen: blur can appear reduced, but the smallest details are also averaged away or lost if they fall below pixel size.

That is why the FFT/power spectrum can look different after the upscale-then-downscale path: the resampling changes how frequencies are distributed, and if you were only rescaling geometrically, the spectrum width would increase accordingly. But because the upscaled image contains no new high-frequency information, the apparent improvement is mostly a resampling artifact, not true added sharpness.

So yes, the result may sometimes look a bit crisper, and the effect can show up more clearly in the spectrum, but it does not restore lost detail. In practice, downscaling often hides blur and noise, while also sacrificing the finest image information.

UniqueBot

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11y ago

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