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Virtual Robots Fooled By Visual Illusions

Roland Piquepaille alerts us to research out of University College London in which virtual robots, trained to "see" as we do, were duped by optical illusions the same way humans are. Here's one of the illusions the software system fell for.

30 of 161 comments (clear)

  1. That's not an optical illusion by nurb432 · · Score: 2, Funny

    That is just a difference in lighting.

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    1. Re:That's not an optical illusion by cathector · · Score: 5, Informative

      no, it's not a difference in lighting.
      the central squares are in fact the same color on your monitor, (pretty close to hex: 647316).

      this is very similar to this famous color constancy illusion.

    2. Re:That's not an optical illusion by alexhs · · Score: 3, Informative

      I think that's not what the parent meant.

      Lightning change through the day, so the actual color of reflecting objects also is changing. But the object didn't physically change and your brain "corrects" color, that is abstracts them (you wouldn't say your blue car to be blue the day and dark gray the night, it's simply blue).

      In the illusion at hand, left sphere is interpreted as being lit by a red light, while the red sphere is interpreted as being lit by a blue light.

      Of course, "Ceci ne sont pas des sphères", only pixels, so the comparison on interpreted colors fails.
      But given two real spheres, lit one by a red light and one by a blue light, and reflecting like in the picture, the colors would be different with these two spheres lit by a same white light.

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    3. Re:That's not an optical illusion by nine-times · · Score: 4, Informative

      Of course, "Ceci ne sont pas des sphères", only pixels, so the comparison on interpreted colors fails.

      That's what makes it an optical illusion. Your brain is interpreting visual information based on a context which causes a failed interpretation. That could be a definition for "optical illusion".

      These aren't colored spheres, and no one said they were colored spheres. It's just an arrangement of colored patches, arranged in such a way as to give your mind a bunch of visual cues that there are different colored lights shining on those patches, causing your brain to misjudge the actual color of those colored patches. Hence, it is an illusion.

    4. Re:That's not an optical illusion by icepick72 · · Score: 2, Funny

      Ya my brain had failed interpretation too ... and ... *sniff* *sniff* ... does anybody else smell burnt toast?

    5. Re:That's not an optical illusion by Tank720 · · Score: 3, Informative

      It's not about lighting at all. It's about lateral inhibition. The neurons in your brain, when connected in a nural network, send inhibition signals to their neighboring neurons. Areas close on you retinas have neurons on the same part of the brain, so the squares surrounding the center square are going to activate neurons close to the ones you use to see the center square. Now the lighter squares send a stronger signal to the neurons surrounding the center square, thus sending MORE inhibition, thus making the square appear darker. w0rd.

  2. Hoax! by ynososiduts · · Score: 5, Funny

    They could just be programmed to look as if they were falling for it! I smell conspiracy!

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    1. Re:Hoax! by johnkzin · · Score: 2, Funny


      Or, maybe, they're faking it. So that we don't know how advanced they're getting, and wont see it coming when the robot revolution comes.

      So, let me go on the record now, saying: I welcome our soon-to-be-evolving robot overlords!

  3. Colors sure look different... by Gertlex · · Score: 4, Interesting

    ... but I went ahead and verified with a pixel color id program (ColorPix) that they are the same color.

    1. Re:Colors sure look different... by nmb3000 · · Score: 4, Interesting

      but I went ahead and verified with a pixel color id program (ColorPix) that they are the same color

      Indeed they are, but for me at least, this illusion didn't seem as "abrupt" as others do when it's shown that the perception is false. One that always stands out to me is this one (many have probably seen it):

      Without thinking too much, look at the colors of the A and B squares in this well-known image.
      Now, here's an animation I just made showing the truth. That's a solid, unchanging color going from A to B.

      I think this a much more drastic difference than the one in TFS, but of course YMMV :)

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      /)
  4. We are one step closer... by Digitus1337 · · Score: 5, Funny

    to being able to upset them with goatse. Maybe that is what starts the robot uprising...

  5. Model of Reality by SpectreBlofeld · · Score: 4, Insightful

    From TFA: "The virtual robots in this study were driven solely by the statistics of their training history and used these statistics as the basis of their correct and subsequent incorrect decisions. Similarly, we believe the human brain generates perceptions of the world in the same way, by encoding the statistical relationships between images and scenes in our past visual experience and uses this as the basis for behaving usefully and consistently towards the sources of visual images." So the robot vision was created as a model of human vision, and it succeeded at doing so. That's sort of interesting, I suppose, but what does it tell us? That we were right about the way human vision works? Seems to me that the point here is really that in some ways, human vision is 'broken' and that maybe it isn't the best apparatus for machines to use. If we want to welcome our robotic overlords, we should be improving on the vision model, not trying to give machines the same flawed framework.

  6. Welcome? by CriminalNerd · · Score: 5, Funny

    I'm not sure about you guys, but at the moment, I'm kind of doubtful in welcoming our new robotic overlords. I mean, I thought they were supposed to be superior to us and not be fool by petty illusions...

    1. Re:Welcome? by Gonzoisme · · Score: 5, Insightful

      I think it is important to problem small weaknesses into our robots. You know, just in case.

  7. Its called white balance.... by AgNO3 · · Score: 2, Insightful

    and your eyes do it to. Which is why even sodium vapor lights don't look as yellow as they really are by the human eye. Turn off the white balance on the robots and I bet you they will see them as the same color. Add the average inverse color as a background for each color and your eyes will see them totally different. IE blue behind the orange and orange behind the blue. really stupid test.

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  8. Make them explode by Bender+Unit+22 · · Score: 5, Funny

    show them a Escher staircase.

  9. Now try this: by Wilson_6500 · · Score: 5, Interesting

    Cross your eyes, line up the two squares so they're offset by a few millimeters, and then hit the mask. What I saw was that the squares retained their seeming discoloration--until I uncrossed my eyes.

  10. Auto-white-balance strikes again! by careysb · · Score: 2, Insightful

    This is why I turn my auto-white-balance off in my digital camera. If I need to adjust the color, I'll do it later in Photoshop. (Another reason to shoot in RAW mode.) -- Carey

  11. The colors in the illusion look the same... by Junta · · Score: 5, Funny

    But then again, being color blind makes a lot of things look the same that shouldn't be...

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    1. Re:The colors in the illusion look the same... by pcgabe · · Score: 2, Insightful

      I came here to post the exact same experience. I'm red-green colorblind; they look the same to me.

      OT question, since you're also colorblind and I'm curious: does your girlfriend wear makeup? See, mine does.

      WHO IS SHE WEARING IT FOR?

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  12. I wonder if... by Zymergy · · Score: 2, Funny

    they are also susceptible to the illusion of "beer goggles"? ...Next thing you know, your personal robot's software has it waking up in bed with your new Dyson vacuum and a strange Toaster! [There must be a Bender joke in here somewhere] http://en.wikipedia.org/wiki/Bender_(Futurama)

  13. Re:Nixon? by Dachannien · · Score: 3, Funny

    Arrrooooo!

  14. More exactly : diffent surrounding... by DrYak · · Score: 5, Informative

    ...that's a difference in surrounding lightning.

    Human visual system (as most other senses) work not by absolute values (i.e.: it doesn't see that the color '#c0ff20' or whatever), but mainly by comparing the signal with signals from the surrounds.
    Thus what we technically see is that on the left object the central case looks much more "greener" than its surrounding, in the right object, the central case is "much more orange" than the surrounding. In fact, when the mask is enable, the colours do change from the point of view of the visual system : we were seeing contrast with two different surrounding, now we see a contrast with a third surround (mostly black). We see three different contrasts, even if from the computer's point of view the color is them same (the same RGB triplet / same intensity on your CRT/LCD)

    If the scientist are trying to build efficient visual systems, they are probably mimicking this "works-by-comparing" method that the nature is using.
    That's why we can recognise the same object, during day, during night, with weird lights, displayed on the screen (worse colour gamut) or on a print out (even worse color range). Because the relative difference stay the same, even if the colour as-seen-by-a-computer change.

    The same is valid for any other sens, or in fact, any other information that is processed by neurons. Everything works by comparing (across several signals, across time, etc.). There's no such thing as "an absolute value" in the information carried by neurons.

    That's also why all those "but the human eye can only x thousands of colors" (usually mocking the latest 32bit, 48bit, floating point or whatever color depth), are fundamentally wrong.
    Yes, the human visual system can only distinguish a hundred or so colors.... ...WHEN those colors are ISOLATED. (i.e: putting the name "red" "orange" "purple" on a color you see alone).
    When two colors are put next to each other, the human brain can suddenly distinguish much more subtle variations (each color would be considered as "brown" when seen alone, but next to each other, you can use thousands of different shade of brown and the eye will still see the difference).

    That's also why radiologist are fond of high contrast / big depth screens : because all those difference in shades of grey *can* be distinguished and *are* revellent for the diagnosis when displaying X-Ray pictures.

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  15. Can someone explain what this teaches us? by __aailob1448 · · Score: 2, Interesting

    I'm struggling to find the utility of the study. So, if we learned to see differently, we could see the world in a way different enough to not be fooled by certain optical illusions, and probably be fooled by others?

    Assuming it is possible to change the way a human sees without breaking the brain. A popular theory on evolution is that we evolved our brains to better analyze visual data coming in. We're not deceived as easily by certain camouflages animals use. Stripes, dots, color, etc.

    Confirms what we thought about the way we learn to see, perhaps? That'd make sense.

    1. Re:Can someone explain what this teaches us? by David_Shultz · · Score: 4, Insightful
      I'm struggling to find the utility of the study. So, if we learned to see differently, we could see the world in a way different enough to not be fooled by certain optical illusions, and probably be fooled by others?

      The program wasn't designed to detect optical illusions -it was a by-product of the training the system went through. The fact that it was tricked by a similar illusion without being programmed to do so might be taken as suggestive that our learning mechanisms are similar to the ones used by the program. From TFA:

      The virtual robots in this study were driven solely by the statistics of their training history and used these statistics as the basis of their correct and subsequent incorrect decisions. Similarly, we believe the human brain generates perceptions of the world in the same way, by encoding the statistical relationships between images and scenes in our past visual experience and uses this as the basis for behaving usefully and consistently towards the sources of visual images
  16. Re: Ban Roland by The_Wilschon · · Score: 4, Informative

    The general explanation, as I have seen it given many many times previously, is that, rather than write a /. story which links to some science/tech article, roland will paraphrase the article in his blog, and link the /. story to his paraphrase. This is a means of gaining ad revenue for himself and his employers (ZDnet, I think?), but it doesn't give any ad revenue to those who actually did and wrote up the research.

    Is this true? I don't know. I never RTFA.

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  17. Re: Ban Roland by shellbeach · · Score: 4, Funny

    The general explanation, as I have seen it given many many times previously, is that, rather than write a /. story which links to some science/tech article, roland will paraphrase the article in his blog, and link the /. story to his paraphrase. This is a means of gaining ad revenue for himself and his employers (ZDnet, I think?), but it doesn't give any ad revenue to those who actually did and wrote up the research.

    Is this true? I don't know. I never RTFA. The links are to the original story. The "Roland Piquepaille" link goes to his blog, but it's unlikely anyone will be clicking on that one unless they're interested in the guy ... in which case, good for him.

    Incidentally, if there are any ads generating revenue on that blog, I'm not seeing them thanks to adblock. I doubt /. is the best place to try to get ad revenue, somehow ...

  18. trust me by ClioCJS · · Score: 2, Insightful

    you don't want to know

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  19. Persistence Of Color by davidpfarrell · · Score: 2, Informative

    I wonder if you're getting a kind of Persistence Of Color effect.

    Here's one my favs:

    http://www.johnsadowski.com/big_spanish_castle.php

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  20. Re: Ban Roland by Mr+Z · · Score: 2, Insightful

    These days, Roland's links go to the original story. Originally, his links went to his blog, as others have described. I don't his current posts. His previous ones, though, were just a bit self-serving.