[HN Gopher] Color appearance and the end of Hering's Opponent-Co...
       ___________________________________________________________________
        
       Color appearance and the end of Hering's Opponent-Colors theory
        
       Author : bookofjoe
       Score  : 76 points
       Date   : 2023-07-09 15:33 UTC (7 hours ago)
        
 (HTM) web link (www.cell.com)
 (TXT) w3m dump (www.cell.com)
        
       | weinzierl wrote:
       | I think it is important to point out that this essay only claims
       | that Hering's theory and general concepts of color opponency and
       | cone opponency is wrong and not the idea of opponent colors in
       | general.
       | 
       |  _" Proof of color opponency was established decades before
       | Hering, with the discovery of complementary-color pairs and color
       | afterimages [29.,30.]; color opponency is implemented by retinal
       | cone-opponent neurons [22.]. Trichromacy and complementarity
       | organize colorimetric space [31.], and Hering's theory can be
       | discarded without threatening these well-established
       | principles."_
        
         | parpfish wrote:
         | Their first sentence is:
         | 
         | > The essay reviews the psychological and physiological
         | evidence for Opponent-Colors Theory and concludes the theory is
         | wrong.
         | 
         | Am I supposed to interpret "Opponent-Colors Theory" as
         | something specific and different from the general concept of
         | opponent colors?
        
           | weinzierl wrote:
           | I think so. They seem to distinguish between _" Hering's
           | Opponent Colors (the unique hues)"_ and _" Hering's theory
           | (the linking proposition)"_.
           | 
           | They only attack Hering's theory = the linking proposition.
        
             | parpfish wrote:
             | good to see that the difficulty naming things isn't unique
             | to programming
        
       | boredemployee wrote:
       | Well. That's crazy.
       | 
       | Auto industry is all based in the opponent-colors theory, imagine
       | convincing thousands of people that the problems and fines
       | involving color quality control were wrong all along.
        
         | weinzierl wrote:
         | From what I understand are they not rejecting all of it, just
         | the parts that hypothesized how things work in brain. These
         | parts are hard to verify and I believe the essay claims that
         | these parts have been falsified by now and it proposes an
         | alternative hypothesis.
        
       | OscarCunningham wrote:
       | I'm not following this bit from box 1.
       | 
       | > Objective tests of Opponent-Colors Theory became possible when
       | the theory was formulated as a hypothesis about how cone signals
       | are transmitted to perception. The formal exposition spells out
       | the mathematical transformation of cone responses to opponent-
       | color pairs; baked into the math is the linearity of Opponent-
       | Colors Theory implied by the description of color appearances as
       | simple (mathematical) combinations of red-versus-green, yellow-
       | versus-blue, and black-versus-white
       | 
       | Why does the fact that colour appearance can be described in
       | terms of the unique hues imply that the representation must be
       | linear?
        
         | weinzierl wrote:
         | This is a good question and I'm also not quite sure what to
         | make of it. As no one has answered this for a while I'll give
         | it a shot, even at the risk of being wrong.
         | 
         | I think that what they are saying is that linearity is part of
         | the status quo of Opponent-Colors Theory and they reject the
         | whole thing including the linearity. So in essence they agree
         | with you.
        
       | masswerk wrote:
       | Hasn't this been established for long by references to antique
       | color names (both Greek and Roman), as well as the representation
       | of spectra in African languages? While the article makes
       | reference to Greek semantics and anthropological findings, it
       | still presents this as something new, where it should have
       | emphasized the underlying theory.
        
         | adrian_b wrote:
         | This essay should not have discussed anything about the names
         | used for colors in various languages, because the number of
         | color names that exist in a language has a very loose
         | relationship with the psychological perception of colors, so it
         | cannot be used to prove anything about the validity or
         | invalidity of Hering's theory.
         | 
         | In all languages, the circle of hues is partitioned in a number
         | of regions, which have distinct names. The number of these
         | regions varies from language to language, usually between two
         | and eight. The value of this number has much less to do with
         | the distinctiveness of the colors, than with the necessity of
         | describing the colors of the objects that had a high
         | probability of being subjects of conversation for the speakers
         | of that language. Many languages have a single word for the
         | colors green, blue-green and blue, just because there were no
         | common objects for which it was necessary to specify whether
         | they were green or blue.
         | 
         | The too much repeated myth that the Ancient Greeks did not have
         | a word for blue was created by people who might have known some
         | linguistics, but who were ignorant about chemistry and
         | mineralogy.
         | 
         | There are plenty of dictionaries and commentaries about Ancient
         | Greek literature which are very wrong about many words, because
         | their authors did not understand what they have read, for lack
         | of knowledge about the natural sciences. For instance, when
         | Homer speaks about "miltos" used to paint some ships, you must
         | understand that this word designates what is now called
         | hematite or ferric oxide, which was processed as a red pigment.
         | Or else when Plato speaks about the grains of diamond found
         | together with alluvial gold, that has nothing to do with what
         | is now named diamond (which became known to the Greeks only
         | later, after the expeditions of Alexander the Great), but
         | "diamond" was the name for nuggets of native osmium-iridium-
         | ruthenium alloy. Understanding this meaning makes clear why
         | Hesiod said several times that diamond is gray and why he
         | considered it as a material from which a blade could be forged
         | by someone with superhuman strength.
         | 
         | There are many references to blue in Ancient Greek literature
         | and the normal word that was used has been borrowed in English
         | as "cyan". "Cyan" has never meant blue-green in Greek, but only
         | plain blue. "Cyan" initially meant the color of the painting
         | pigment that is now called "ultramarine blue", but later it was
         | also used for the cheaper blue pigments Egyptian blue and
         | azurite. An alternative way to refer to blue in Greek was as
         | the "color of the air", which meant the color of the sky.
         | 
         | In Latin, blue was normally called as the color of the sky,
         | while the word used for green, "viridis" meant either green or
         | blue-green. When these two colors had to be distinguished, the
         | former was described as green like leaves or like grass or like
         | emeralds, while the latter was described as green like the
         | littoral sea or like turquoise or like beryls.
         | 
         | Similarly, the word used for red in Latin (and also in Greek)
         | meant either red or purple, and when the two colors had to be
         | distinguished, the former was described as red like the dye
         | extracted from beetles (crimson), while the latter was
         | described as red like the dye extracted from marine snails.
        
       | Syzygies wrote:
       | As a mathematician I'm hypersensitive to people overreaching with
       | theory. It's often the King's clothes. There are indisputable
       | reasons why a musical fifth sounds good, but vision is more
       | organic. Evolution has left us with many layers of color
       | perception, like an out-of-control code base. Sure, anything can
       | be fit to a model if we ignore the parts that don't fit; that's
       | how theory intoxicates.
       | 
       | My father devised the "Bayer filter" for digital photography, and
       | favored green for practical reasons that have stood the test of
       | time. There is some theory that applies here, it's just not the
       | same as harmonics and sound.
       | 
       | I'd love to code up a machine learning project that showed the
       | user many color combinations, responding to feedback. Willem de
       | Kooning for example painted with an extraordinarily original
       | palette. Could we tailor our own color palettes, with an AI
       | assist?
        
         | beardyw wrote:
         | > There are indisputable reasons why a musical fifth sounds
         | good, but vision is more organic.
         | 
         | Once could argue that our eyes can't even "hear" a fifth. The
         | amount of data our ears extract out of basically two points is
         | amazing. Our eyes in the meantime take an entire spectrum and
         | come up with "blue-ish".
        
           | waveBidder wrote:
           | I think you're pointing at the fact that there are only three
           | kinds of cones, whereas the ear has ... well honesty I'm not
           | sure how many different kinds of hair cell there are.
           | apparently [16,000](https://www.nih.gov/news-events/nih-
           | research-matters/hearing...)!
           | 
           | the eyes are much better at directionality though; probably
           | some kind of trade-off going on there.
        
             | OscarCunningham wrote:
             | Well it's position vs frequency, so a tradeoff is forced by
             | the Heisenberg uncertainty principle. I don't know if
             | either system is actually reaching this limit though.
        
               | waveBidder wrote:
               | I thought about that, but you could just cram more cells
               | to get higher resolution. Reflecting a bit more, hair
               | cells vary by length, whereas each new cone requires a
               | unique protein, so I'd expect hearing to respond to more
               | easily to evolutionary pressures.
        
         | jfengel wrote:
         | All theory is overreaching. It's called the Problem of
         | Induction. All you can do is hypothesize, test, and revise.
         | Mathematicians will never be happy about it.
         | 
         | It will always be worse the more complicated something is. One
         | particle is hard. A hydrogen atom is harder. Oxygen is just
         | this side of impossible. Molecules are impossible and you just
         | start throwing away vast numbers of terms. By the time you get
         | to an eyeball, much less a brain, you are basically just
         | guessing and hoping you can cover some of the cases some of the
         | time.
        
         | manmal wrote:
         | > hypersensitive to people overreaching with theory
         | 
         | What's left of the scientific method if people don't? I think
         | reproducibility and inertia (,,science progresses one death at
         | a time") are problems, but I hadn't thought that induction
         | could be one.
        
         | robomartin wrote:
         | > I'd love to code up a machine learning project that showed
         | the user many color combinations
         | 
         | That would be fine, so long as you don't use an RGB display to
         | display those colors.
         | 
         | The RGB color space is severely limited when compared to the
         | colors a person can see. This becomes obvious as one plots
         | color spaces on a CIE 1931 diagram.
         | 
         | Here's a simple tool to see some of this (recommendation: move
         | "system gamut contrast" slider to 50%). Select a working color
         | space from the pulldown to see how much of the visible range it
         | encloses (or discards).
         | 
         | https://demonstrations.wolfram.com/CIEChromaticityDiagram/
         | 
         | A typical REC709 color space throws away over half the colors a
         | person can see. In other words, as I said, using a monitor to
         | run color experiments can be a serious mistake. Color Science
         | can be strangely complex.
         | 
         | There is a company trying to push the envelope in display
         | technology and encourage industry to move primaries beyond RGB.
         | The results, based on prototypes, can be impressive:
         | 
         | https://6pcolor.com/
         | 
         | Disclosure: We have done color science, software and hardware
         | consulting for 6P.
        
           | nine_k wrote:
           | If not under an NDA, what are they using to represent the
           | super-bright reds and greens? Lasers? And, more
           | interestingly, the super-greens and super-blues that are very
           | dark and highly-intense?
           | 
           | (I worked for a printing house and I know that some colors
           | are outside RGB and outside CMYK, so they are printed as spot
           | colors. There is a ton of Pantone colors you cannot mix, and
           | must add from special one-color cans, like the Reflex Blue.
           | Some customers want them badly.)
        
         | aristus wrote:
         | Maybe off topic, but I'd love to know more about those
         | "practical" reasons for having two green bits in the Bayer
         | system. I guess to your point, they needed four readings and
         | might as well double up on the band humans have more cones to
         | detect.
         | 
         | But also I wonder how those kinds of decisions end up coloring
         | so to speak AI. Training a model on image compression designed
         | to fool the human eye is basically forcing it to reverse
         | engineer the human eye.
        
         | LeanderK wrote:
         | I though the green in the bayer-filter was over-represented
         | because the human eye is more sensitive to green compared to
         | other colours?
        
           | Syzygies wrote:
           | Exactly. It's the best proxy for grayscale detail.
           | 
           | One could have balanced RGB in a hexagonal grid. That's
           | harder to build and slower to process.
           | 
           | He would have considered a hex grid, but our rectilinear
           | cognitive bias was pretty entrenched. Before this work, he
           | programmed an entire image processing system in the "ed" PDP
           | editor, manipulating character arrays. That experience
           | influenced both the Bayer filter and Bayer dithering. And it
           | taught me to look for simple ways to do things.
        
             | KingLancelot wrote:
             | [dead]
        
         | nine_k wrote:
         | "All models are wrong, but some are useful." One has to always
         | remember about both of these properties.
        
       | IIAOPSW wrote:
       | I have a simple theory of colors. Look at how the color cells are
       | distributed in the retina. Same pattern, but at slightly
       | different scales (spatial frequencies). I speculate color is
       | coded the same as spatial information. Or rather, the brain
       | assumes that spatial frequencies coincident with the cell spacing
       | are most probably because the object is that color, not because
       | the object is weirdly striped as black and white in exactly the
       | same pattern as the retina. But as far as data stream goes, the
       | color and spatial information are the same thing.
       | 
       | This theory comes entirely from observations on (and of people
       | on) LSD. In particular, fine grain spatial information often
       | drifts out of phase and manifests as a rainbow effect. Looking at
       | an image of TV static its possible to see it as the black/white
       | parts swirling or as color glitching outlines depending on how
       | you choose to focus your eyes.
        
         | Someone wrote:
         | > I speculate color is coded
         | 
         | https://en.wikipedia.org/wiki/Color:
         | 
         |  _"Color (American English) or colour (Commonwealth English) is
         | the visual perception based on the electromagnetic spectrum."_
         | 
         | = colors aren't coded; they are created in the brain. Outside
         | it, all there is are light spectra.
         | 
         | > Or rather, the brain assumes that spatial frequencies
         | coincident with the cell spacing are most probably because the
         | object is that color, not because the object is weirdly striped
         | as black and white in exactly the same pattern as the retina.
         | 
         | So, how do you explain that subjects do not change in colour
         | when you move closer to them or further away, or when you
         | divert your gaze (cone cell spacing is far from uniform across
         | the retina)?
        
           | vanattab wrote:
           | They do actually. You have very poor short wavelength cone
           | sensitivity in the fova precisely because of the low density
           | of s cones
        
           | MauranKilom wrote:
           | > So, how do you explain that subjects do not change in
           | colour when you move closer to them or further away, or when
           | you divert your gaze (cone cell spacing is far from uniform
           | across the retina)?
           | 
           | To be clear, this is not a rejection of the theory, because
           | your brain does a lot of magic to make color (or even object)
           | perception "stick" as things move in and out of peripheral
           | vision. See for example:
           | 
           | https://en.wikipedia.org/wiki/Filling-in
           | 
           | https://en.wikipedia.org/wiki/Lilac_chaser
           | 
           | https://en.wikipedia.org/wiki/Color_constancy
           | 
           | https://en.wikipedia.org/wiki/Memory_color_effect
        
         | pavlov wrote:
         | So you're saying the data stream to the brain is essentially an
         | analog NTSC TV signal?
         | 
         | Because that's how color was encoded: as high frequencies in
         | the spatial scan. This was conveniently backwards compatible
         | with analog black & white TV, at the expense of color accuracy
         | (which is why the standard was sometimes called "Never Twice
         | Same Color".)
        
           | IIAOPSW wrote:
           | Like NTSC/PAL but in a (possibly redundant) basis that is
           | highly optimized by evolution for 3d objects projected down
           | to the 2d retina. Not a rectilinear scanline per se but
           | conceptually similar.
        
       | jmole wrote:
       | " Hering's original argument:
       | 
       | Hering put forward two arguments. First, that mixtures of his
       | opponent colors ('reddish green') are inconceivable.
       | 
       | ...
       | 
       | Second, Hering argued that unique hues are unique insofar as they
       | describe all colors and cannot themselves be described."
        
       ___________________________________________________________________
       (page generated 2023-07-09 23:00 UTC)