QUOTE (StargazeInWonder @ Oct 4 2023, 12:05 AM)
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The value of the PCA color effect is that it makes it dramatically clear when color similarities and differences in an image are significant (statistically) but perhaps not different enough for the human eye to see the similarities and differences.
For an artificial example, suppose there's an image that had an RGB of 128, 87, 23 across the entire upper left and 128, 84, 23 across the rest of the image. The human eye would probably see no difference at all. Statistically, the difference is significant. The PCA algorithm would, I think, make a strong difference between those two areas.
As for what that means geologically, that could be anywhere from nothing to everything.
An example that I've mentioned before: The colored (usually radial) patterns seen when there's oil on a wet street indicate absolutely nothing about composition. It only indicates a truly microscopic gradient in the thickness of the oil on the water. But the color differences are dramatic. Nature never guarantees us that color means compositional differences.
But:
1) Detailed spectra can provide compelling, even overwhelming evidence of composition, especially with gases and vapor. For example, we can be absolutely certain that Uranus and Neptune have methane in their atmospheres.
2) Withstanding all of those disclaimers, color of low spectral resolution sometimes is absolutely due to a compositional reason. If we sprinkled graphite powder all over the floor of a room and then sprinkled sulfur powder on top of that in one corner of the room, that color difference would 100% be due to composition.
I'm sure that in many of tau's PCA colored images, a particular color maps onto a particular kind of composition. But it's another thing to know when that's true and when it's not. That's beyond my knowledge of geology.
Thank you for this extensive and thorough answer which does clarify things for me
Being an archaeologist I have some geology but sometimes would like to know more..
Thanks again
Fred