Perception of Colors: Comparing sRGB Triples & Metrics

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Discussion Overview

The discussion revolves around the perception of colors represented as sRGB triples, focusing on how human sensitivity to color differences can be quantified. Participants explore metrics for measuring color difference that align more closely with human perception rather than simple mathematical distances.

Discussion Character

  • Exploratory
  • Technical explanation
  • Debate/contested

Main Points Raised

  • One participant notes that human eyes are more sensitive to differences in lightness compared to hue or saturation and seeks information on this aspect.
  • Another participant provides a link to a visual reference but acknowledges it does not address the specific need for a color distance metric.
  • A participant suggests using Euclidean distance for color comparison but emphasizes the need for a metric that reflects human perception more accurately.
  • Discussion includes the existence of three to four types of color receptors in humans and their varying sensitivities, which may not align with the RGB model used in devices.
  • One participant expresses that while the sensitivity curves of additional receptors are interesting, they are not relevant for their work with three-color devices.
  • A participant references a Wikipedia page on color difference, indicating it may contain useful information for their inquiry.

Areas of Agreement / Disagreement

Participants do not reach a consensus on a specific metric for color difference that aligns with human perception, and multiple viewpoints on the relevance of receptor types and sensitivity exist.

Contextual Notes

There are limitations regarding the assumptions made about human color perception and the applicability of various metrics to three-color devices. The discussion also reflects a dependency on definitions of color difference and sensitivity.

Who May Find This Useful

This discussion may be useful for individuals interested in color theory, human perception of color, and the development of color difference metrics in digital applications.

CRGreathouse
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I'm interested in comparing colors (represented as sRGB triples) in terms of human perception. I vaguely recall something about eyes being more sensitive to differences in lightness than to differences in hue or saturation. Does anyone have any information on this?

Better yet, any good metrics for color difference?
 
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Hmm. That's something, but not really what I'm looking for. Those algorithms take pictures as inputs and attempt to determine what color each point represents in the context of the picture. I'm looking for something that takes two colors and gives a distance.

For example, d(A, B) could be the Euclidean distance
sqrt((A.red - B.red)^2 + (A.green - B.green)^2 + (A.blue - B.blue)^2)
but I'm looking for something that more closely reflects human perception.
 
For humans there are 3 and sometimes 4 types of color receptors, that have sensitivity curves to certain colors, but it's not quite true red, blue, and green (for the 3 receptor people). There is also a set of shades of grey receptors which work better in low light.

http://en.wikipedia.org/wiki/Color#Color_perception
 
Jeff Reid said:
For humans there are 3 and sometimes 4 types of color receptors, that have sensitivity curves to certain colors, but it's not quite true red, blue, and green (for the 3 receptor people).

True. But I'm working with 3-color devices, so the sensitivities to any wavelengths beyond those three are actually irrelevant to me. :)

Jeff Reid said:

I just found
http://en.wikipedia.org/wiki/Color_difference
which may be what I want. Let me read it and ask the knowledgeables here any questions I may have, :D
 

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