Thursday, October 16, 2008

Pixels and image resizing

I came across this document about how pixels are not "little squares", and read it because I was under the impression that pixels were, in fact, little squares. I was wrong, and to summarize the document's point as I understand it: a pixel is more useful to us as a point sample of an image that exists independently of the resolution of the display. More on that in a second.

For me, the idea that pixels ARE little squares is an easy one to believe because of low-res video games where assets are visibly made up of little squares. Mario, for example, doesn't appear on the screen as a miniaturized (photographic) picture of a plumber, but is simply a relatively small number of squares of relatively few different colors arranged to sort of LOOK like a little plumber. The pixels are so big and each one constitutes such a large percentage of the entire image that they have to be considered blocks with which an image is made and not samples representative of a more complex image. If the size of Mario should increase (via zooming in, not via mushroom), then the pixels that form him should increase at the same rate, and not be blended or filtered in any way. Mario IS little square pixels and they should remain in tact.

Pixels in photographs, however, should be too small to consider individually, and should not increase in size as the size of the image increases. Instead the pixels should be spaced farther apart, and the resultant gaps should be filled with colors that would create a smooth transition from one sample to the next. This isn't a perfect solution, of course, and a higher resolution source will probably always look better than a low-res source upscaled to a higher-res, but the idea of resizing by treating the pixels as samples on a continuum of color values is far more useful visually than considering them picture elements which necessarily change in size along with the image.

Here are two examples of a four pixel matrix made up of four different gray scale values. The one on the left is magnified about 20x and each pixel is 20x bigger as well. The one on the right is also magnified 20x, but each pixel was treated as a sample and spaced to the corners of the final image while all the rest of the pixels were filled in using values derived from the four samples.

The derivation is achieved by essentially drawing a circle around the sample, the edge of which abuts the next sample. The center of the circle is the sample color, and the edge of the circle is the closest sample's color, and everything in between is a percentage of both based on a cosine curve. Real image editing software uses a Gaussian filter which uses a more complicated formula, but the shape of the curve is similar to a cosine, so I went with the COS, modified a bit so that COS(0) = 1 and COS(180) = 0. Of course, not every derived pixel will be based on only two samples, and there's a large field in the center of the box that is an average of all four samples. The algorithm I came up with to find each value is:

FOR i = 0 TO 19
FOR j = 0 TO 19
Dist1 = SQR((j - 0) ^ 2 + (i - 0) ^ 2)
Dist2 = SQR((19 - j) ^ 2 + (i - 0) ^ 2)
Dist3 = SQR((j - 0) ^ 2 + (19 - i) ^ 2)
Dist4 = SQR((19 - j) ^ 2 + (19 - i) ^ 2)
IF Dist1 <= 18 THEN
CurPixel = CurPixel + Pixel(0) * (1 + COS((Dist1 * 10 * PI) / 180))
Total = Total + 1
END IF
IF Dist2 <= 18 THEN
CurPixel = CurPixel + Pixel(1) * (1 + COS((Dist2 * 10 * PI) / 180))
Total = Total + 1
END IF
IF Dist3 <= 18 THEN
CurPixel = CurPixel + Pixel(2) * (1 + COS((Dist3 * 10 * PI) / 180))
Total = Total + 1
END IF
IF Dist4 <= 18 THEN
CurPixel = CurPixel + Pixel(3) * (1 + COS((Dist4 * 10 * PI) / 180))
Total = Total + 1
END IF
IF Total > 0 THEN
PSET (50 + j, i), CurPixel / 2
END IF
CurPixel = 0
Total = 0
NEXT j
NEXT i

And looking it over again, it's a little bloated, but it works by counting from 0 to 19 twenty times to consider each of the pixels on the final 20x20 image. For each iteration of this loop, the four distances between the current pixel to the four samples (the corners) is found. Then, if the distance to a corner is less than or equal to 18 (the edge of the circle drawn around each sample), then the color of that corner is considered in the current pixel's value, and that color is defined as a percentage of the original color determined by the cosine of the distance from the corner multiplied by 10. That way at a distance of 0, the color will be 1*Original (COS(0*10)*Original), and at a distance of 18, the color will be 0*Original (COS(18*10)*Original). Each of the applicable colors is added together and divided by 2 (to be honest, I'm not exactly sure why 2. It doesn't represent an average since every value is divided by 2 even in the places where there are 4 samples, but I like how it looks) and then drawn in that position.

And maybe everyone already knows this, and maybe I'm not writing any of this in a way that makes any sense, but I thought it was interesting how image resizing works, and I thought I'd take a stab at making it work on a small scale and then try to show it to somebody.

Full code on comments.

50 comments:

MA17 said...

CLS
SCREEN 13
PI = 3.141596
FOR i = 0 TO 63
PALETTE i, i + i * 256 + i * 65536
NEXT i

FOR i = 0 TO 1
FOR j = 0 TO 1
FOR k = 0 TO 9
FOR l = 0 TO 9
Pixel(j + 2 * i) = 15 + j * 16 + i * 32
PSET (j * 10 + k, i * 10 + l), Pixel(j + 2 * i)
NEXT l
NEXT k
NEXT j
NEXT i

FOR i = 0 TO 19
FOR j = 0 TO 19
Dist1 = SQR((j - 0) ^ 2 + (i - 0) ^ 2)
Dist2 = SQR((19 - j) ^ 2 + (i - 0) ^ 2)
Dist3 = SQR((j - 0) ^ 2 + (19 - i) ^ 2)
Dist4 = SQR((19 - j) ^ 2 + (19 - i) ^ 2)
IF Dist1 <= 18 THEN
CurPixel = CurPixel + Pixel(0) * (1 + COS((Dist1 * 10 * PI) / 180))
Total = Total + 1
END IF
IF Dist2 <= 18 THEN
CurPixel = CurPixel + Pixel(1) * (1 + COS((Dist2 * 10 * PI) / 180))
Total = Total + 1
END IF
IF Dist3 <= 18 THEN
CurPixel = CurPixel + Pixel(2) * (1 + COS((Dist3 * 10 * PI) / 180))
Total = Total + 1
END IF
IF Dist4 <= 18 THEN
CurPixel = CurPixel + Pixel(3) * (1 + COS((Dist4 * 10 * PI) / 180))
Total = Total + 1
END IF
IF Total > 0 THEN
PSET (50 + j, i), CurPixel / 2
END IF
CurPixel = 0
Total = 0
NEXT j
NEXT i

_J_ said...

Last week one of the philosophy Ph. D. students presented a paper on philosophy of art and since then I have been thinking about these sorts of statements:

"Mario, for example, doesn't appear on the screen as a miniaturized (photographic) picture of a plumber, but is simply a relatively small number of squares of relatively few different colors arranged to sort of LOOK like a little plumber." (Emphasis mine)

One of the things human beings do is adopt the perspective which best aids their destination or goal. You are correct in that "Mario" is, in fact, pixels which are programmed to move in a synchronized manner. But the problem I have is that there are, at the very least, three possible perspectives to take of this amalgamation of pixels:

1) The perspective from which one sees only one pixel.
2) The perspective from which one sees the complete Mario
3) The perspective from which one sees nothing as they are so far distanced from the "collection" of pixels.

The conclusion to which I am directing, obviously, is that Mario (that amalgamation of pixels) only exists insofar as it is perceived to exist from a perspective in which it exists. See only one pixel? No Mario. Look at Mario on my laptop screen from Jupitor? Yeah, not going to see it.

What I think is interesting is that human beings do not give it a second thought to speak of "Mario" even though, in truth, "Mario" does not exist; there is no Mario. Mario only exists, that combination of pixels only exists, from the perspective in which that combination of pixels is seen to be Mario.

Mario is not a thing in itself. The particular amalgamation of pixels can only be known to be either Mario or, at base, an amalgamation of pixels if human beings maintain the perspective and posit the statement that there exists that amalgamation. To combine those pixels, those individual boxes of color, is an act of human will. Those pixels are not amalgamated in and of themselves but rather we posit the amalgamation, the grouping, onto those pixels.

Sort of like how if one looks at a anything one posits to be that anything. Seeing a screen is for light to interract with one's retinas and so relate information to one's brain. The amalgamating and differentiating is done in one's mind. The amalgamating and differentiating is not done in reality.

So to speak of a thing seen is not to relate information regarding some existant thing divorce from the being which perceives it. Rather, to speak of a thing seen is to posit an amalgamation, a combination, from such a perspective as to manifest in the viewer a particular grouping which, again, does not exist in reality but rather exists in the mind.

The conversation, at this point, ends in atomism. But it is a very distinct sort of atomism which recognizes that grouping occurs through "beings who group" asserting the label "group" onto atoms which are themselves individual and distinct.

So, really, to speak of a USB cable is to posit a grouping from a certain perspective. To speak of "Mario" is to posit a grouping from a certain perspective.

Maybe someone finds that interesting.

I liked the post. Except now I have to rethink the explanation of pixels I use when I have to explain web design things to people.

Unknown said...

Thank you, I needed my daily dosage of algorithms.

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