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Computers With Opinions On Visual Aesthetics

photoenthusiast writes "Penn State researchers launched a new online photo-rating system, code named Acquine (Aesthetic Quality Inference Engine), for automatically determining the aesthetic value of a photo. Users can upload their own photographs for an instant Acquine rating, a score from zero to 100. The system learns to associate extracted visual characteristics with the way humans rate photos based on a lot of previously-rated photographs. It is designed for color natural photographic pictures. Technical publications reveal how Acquine works."

125 comments

  1. Computers with opinions?! by Seriousity · · Score: 5, Funny

    Oh great, now we'll turn our computer on in the morning, and it will say "I think this is far too early!" and switch itself back off.

    --
    This post was made in complete sincere seriousity; as such any attempts to derive humour are doomed to instant failure.
    1. Re:Computers with opinions?! by fuzzyfuzzyfungus · · Score: 1

      Is that a bad thing? I'd love to have a computer that holds itself to my standards for time of activity, rather than gradually being held to my computer's schedule.

      Signed: Redundant array of inexpensive employees, high availability node #145738433

    2. Re:Computers with opinions?! by Chabil+Ha' · · Score: 1

      Funny, eh? I, however, don't need to know the visual aesthetics of the goat.cx dude, which is what I was greeted with when I went to the actual site. Thanks, it was the perfect troll.

      --
      We're all hypocrites. We all have hidden parts, it's the contrast between them that make us more a hypocrite than others
    3. Re:Computers with opinions?! by RogueyWon · · Score: 5, Funny

      Oh, this takes me back to something that happened when I was still at school, around about 1996 or so.

      At the time, despite being pretty much clueless by slashdot standards, I functioned (and still do function, when I can't avoid it) as the all purpose IT helpdesk for my family.

      Now, I have an aunt who was working as a manager in a medium sized UK based IT firm (I can't remember the name and I don't even think they're still around). However, do not take this as any indication that she knew anything at all about computers. She didn't. Nor did she have any inclination to learn. She could just about manage to use Microsoft Office and the web/e-mail clients that were around at the time (I think this was around the time of Netscape 2). Literally anything beyond that would baffle her. She'd call her monitor "the computer" and so on. She was employed, I gather, for her "management skills".

      Now, even at the time, I had a feeling that this was a crock. My aunt is a rather forceful personality. A less diplomatic person might use more bovine terminology and I always got the impression that she wouldn't be much fun to work for.

      She's also very, very, very large (over 25 stone) and ugly as sin to boot. That's not me being deliberately rude. There's just no nicer way to put it without doing a genuine dis-service to the truth.

      Anyway, one Saturday afternoon, I get a call from her. Her voice implies that she's perched in that dangerous territory between bursting into tears and throwing a screaming, PC-destroying fit. Apparently, her computer is "insulting" her. I need to go over there instantly. I got a lot of this kind of stuff until, a couple of years later, I finally told her where she could stick it after I moved off to university and got a call asking me to travel 200 miles to fix something. Anyway, I'm not best pleased about losing a Saturday afternoon, especially with exams coming up, but for the sake of a quiet life, I head over.

      Oh boy was it ever worth it.

      Sure enough, every two minutes on the dot, her PC is insulting her. Whatever she's doing in Windows, a little dialogue box will pop up with a splendidly vicious insult. I mean, some these were absolute gems and were clearly aimed right at her personally. A few of the more repeatable examples (and I still remember these more than a decade later) were:

      "Careful! Better fetch an extra chair. I think those two are about to give way."
      "Wow you must be constipated. Or does your face just look like that normally?"
      "Did you just fart, or do you always smell like that?"
      "Wipe your face. Half your lunch is stuck between your fifth and sixth chins."
      "Is that your face or your arse I can see? Your face? Hmm... the arse might be better."
      "I can access over 64,000,000 images via the Internet and none of them are as ugly as you."
      "Shall I compare thee to a summer's day? No? How about a half-digested turnip?"

      There was plenty of other stuff as well, including the old classics about ID10T and PEBCAK errors, but enough of it was specific enough to my aunt (making mention of particularly distinctive unflattering features) that this was clearly something bespoke.

      Anyway, my aunt's in an absolute state at this point. She's convinced that the computer is insulting her. She tells me she tried covering up the monitor for half an hour (so it couldn't see her), but when she came back, it had been queuing up the insults.

      Anyway, having confirmed that a virus scanner doesn't pick anything up, I ask to see any disks she's put in the PC lately, or any files she's downloaded. The downloaded files all look pretty safe, and it doesn't seem like anything dodgy's come in via e-mail either. However, she then shows me a couple of disks (3.5" floppies) she'd brought home with work on. These are a numbered series of progress reports. Most of the disks look absolutely fine - a few Word and Excel files. Nothing too scary (I don't think MS Office files were being used extensively for exploits at the time).

      However, on the fi

    4. Re:Computers with opinions?! by c0p0n · · Score: 3, Funny

      Dude, the algorithm is simple. B&W pictures automatically get 85 points.

      --

      Your head a splode
    5. Re:Computers with opinions?! by clyde_cadiddlehopper · · Score: 1

      Zounds! You've explained it.

      --
      Obi-Wan: "I felt a great disturbance in the Force, as if millions of voices suddenly cried out in terror and were sudden
    6. Re:Computers with opinions?! by SrWebDeveloper · · Score: 1

      I know what you mean. Just woke up after a long night on the town, discovered a few pics I can't recall taking in my iPhone camera roll and uploaded to Acquine. It analyzed and each photo got an Acquine rating of "Ugly Whore". Wow, this thing is not only amazing, it's accurate. Time for me to switch off.

  2. Computer, play something by Billy Joel by Anonymous Coward · · Score: 2, Funny

    I'am afraid I cannot do that Dave.

  3. Matter of opinion? by Shrike82 · · Score: 4, Insightful

    Isn't aesthetic value a hugely personal thing? I mean I looked at some of the photos on the site and the ratings were arse-backwards as far as I was concerned. Generic, boring and frankly badly composed images were getting ~95%, whereas others that I thought were truely exceptional were being ranked in the 50's.

    I'm not saying "my opinion is better", just that it seems sort of pointless to assign a value to a picture like this.

    --
    You can advertise in this sig from as little as £99.99 a month!
    1. Re:Matter of opinion? by TapeCutter · · Score: 3, Funny

      "Generic, boring and frankly badly composed"

      My computer says you have no taste.

      --
      And did you exchange a walk on part in the war for a lead role in a cage? - Pink Floyd.
    2. Re:Matter of opinion? by Guano_Jim · · Score: 4, Informative

      Just in case anyone asks, here's the computer rating for goatse, emphasis mine:

      Machine Prediction of Aesthetic Value
      Score predicted by Acquine: 19.4/100 rated as below average

      Looking at that image a

    3. Re:Matter of opinion? by Guano_Jim · · Score: 3, Funny

      Tubgirl, on the other hand, rates a 58.8/100.

      Someone please stop me.

    4. Re:Matter of opinion? by Guano_Jim · · Score: 1

      Lemonparty: 28.8/100

      The goggles! They do nothing!

    5. Re:Matter of opinion? by Jurily · · Score: 2, Insightful

      I'm not saying "my opinion is better"

      I am. At least they tried something new.

    6. Re:Matter of opinion? by Guano_Jim · · Score: 1

      Penis Bird: 17.7 / 100

      Acquine may be on to something.

    7. Re:Matter of opinion? by Guano_Jim · · Score: 2, Funny

      Acquine's rating of the first Google Image result for "Natalie Portman Hot Grits:"

      76.1/100

      Judging from my quick research, it's clear that Acquine is going to turn into Skynet someday.

    8. Re:Matter of opinion? by home-electro.com · · Score: 1

      A third dumb story on /. in mere 24 hours.

    9. Re:Matter of opinion? by Guano_Jim · · Score: 4, Funny

      By the way, I uploaded a screenshot of the Google results for "Slashdot Karma Whore" (all text) and got a 42.4/100.

    10. Re:Matter of opinion? by Anonymous Coward · · Score: 0

      Well, it's a picture of computer generated text, and being judged by a computer.

      Of course it likes that kind of thing. Unlike those boring pictures of humans, it probably feels a personal connection to it.

    11. Re:Matter of opinion? by 2phar · · Score: 1

      Bill Gates laying on desk: 79.4%

    12. Re:Matter of opinion? by eggnoglatte · · Score: 1

      Huh? I saw it at 4/5 stars on Acquine.

    13. Re:Matter of opinion? by VeNoM0619 · · Score: 1

      ttp://acquine.alipr.com/acq/images/124207/1242073057.1048.i.png

      71/100

      That's right; a red box with a white>black gradient in the background is just that damn impressive.

      --
      Disclaimer: I am not god.
      We may not be created equal
      But we can be treated equal.
  4. Rubbish. by onion2k · · Score: 3, Funny

    It's terrible. Awful. A hopeless system. I wouldn't use ever it.

    And I'm not just saying that because it rated a couple of my photos as poor. :)

    1. Re:Rubbish. by Nursie · · Score: 3, Interesting

      It rated one of the best pictures I've ever taken as 13. Then it rated a fairly generic cityscape at around 60.

      I think it has some learning to do.

    2. Re:Rubbish. by DerekLyons · · Score: 1

      Well, maybe that means not that it has some learning to do but that your 'greatest photograph' isn't as great as you thought on an absolute scale. After all, aren't you inherently biased?

    3. Re:Rubbish. by Nursie · · Score: 1

      Sure, I'm not saying it's actually that great on any sort of absolute scale, but IMHO (and that of others I've shown some of my pics to), it's a good shot and, not being that photographically inclined, those are unusual for me.

      But I am saying that I fed it some much more mediocre crap and it loved it. Perhaps the problem it has is inherent - this whole topic is so subjective that it's pointless.

    4. Re:Rubbish. by Culture20 · · Score: 1
    5. Re:Rubbish. by Anonymous Coward · · Score: 0

      I agree with Nursie. I submitted a couple of my pictures that I think are really good. These images have done well in local/regional competition and I recently sold a print of one through an art gallery. They were rated 23/100 and 13/100. Then I uploaded a recent throwaway, a pic of a bird that is out of focus because the camera AF locked onto a tree branch, and the image was rated 74/100.

    6. Re:Rubbish. by Anonymous Coward · · Score: 0

      I uploaded the same picture twice and got two different ratings.

    7. Re:Rubbish. by MrPhilby · · Score: 1

      ~~resists trolling~~

  5. Now we just need POQUINE by srussia · · Score: 1

    Post Quality Inference Engine for Slashdot. No more mods.

    --
    Set your phasers on "funky"!
    1. Re:Now we just need POQUINE by fastest+fascist · · Score: 1

      That should be easy. Rate posts based on the presence of keywords. "GNAA", "Frosty piss"(and variants) etc. get a post flagged as troll, presence of "M$" and "correlation is not causation" get flagged "insightful".

    2. Re:Now we just need POQUINE by mangu · · Score: 2, Insightful

      presence of "M$" and "correlation is not causation" get flagged "insightful"

      That's not how Slashdot really works. Due to the number of astroturfers here, anything critical of Microsoft, no matter how true it is, is usually modded "Overrated", while "Vista works fine for me" gets "Informative".

    3. Re:Now we just need POQUINE by fortyonejb · · Score: 1, Offtopic

      I'm sorry, I can't find your version of /. Maybe we're on a different internet, can you give me the address of yours?

    4. Re:Now we just need POQUINE by Anonymous Coward · · Score: 0

      127.0.0.1

    5. Re:Now we just need POQUINE by TheVelvetFlamebait · · Score: 1

      No seriously, exactly how many people do you think Microsoft pays by the hour to browse slashdot and post pro-microsoft stuff? How much would one guy posting a few comments an hour, with no guarantee that he will be modded up, benefit microsoft financially? Seriously? Are you really so out of touch as to think that anyone who posts that Vista is working OK for them in the middle of a traditional MS-bashing is an astroturfer?

      --
      You know, there is a difference between trolling and pointing out the flaws in your reasoning. Just saying.
  6. This may be really tough.. by powerslave12r · · Score: 4, Insightful

    This seems a little far-fetched considering the vagueness of someone liking a photo that another person doesn't. I can't imagine this on something like flickr. I guess this could be some standalone rating that people could use on stock photography sites, where buying something needs to have commercial appeal. Websites such as alamy.com tend to do these things manually, they probably might find some use for this.

    --
    Real men read Slashdot articles at -1, bottom up.
  7. Acquine may assign funny scores... by marmusa · · Score: 5, Insightful

    From the Acquine website "A rule of thumb is that if the aesthetic quality of a photo is obvious to most people, it may not be worthwhile to seek Acquine's opinion on it because Acquine may assign funny scores in such cases." So in cases where the correct score is obvious, Acquine's score can't be trusted? That rather neatly avoids validation or refutation of Acquine's results. This is suspicious and seems to cast doubt on the trustworthiness of its score in less obvious cases.

    1. Re:Acquine may assign funny scores... by mangu · · Score: 3, Interesting

      "A rule of thumb is that if the aesthetic quality of a photo is obvious to most people, it may not be worthwhile to seek Acquine's opinion on it because Acquine may assign funny scores in such cases." So in cases where the correct score is obvious, Acquine's score can't be trusted?

      I noticed this with a picture I took in France that everybody praises. It got 6.9. I did the smallest possible change in color, darkening it imperceptibly. The new version got 35.7. Doing a selective gaussian blur also tends to raise the result a lot.

      My rating of their algorithm is 0.01 star, which can be summarized as "it sucks".

    2. Re:Acquine may assign funny scores... by iainl · · Score: 1

      At least you made some colour changes. I handed it the thumbnail version of a photo and got dramatically better results than from the high-res version of the same image...

      --
      "I Know You Are But What Am I?"
    3. Re:Acquine may assign funny scores... by onedotzero · · Score: 3, Funny

      I uploaded a 1x1 pixel black image. It scored 24.6. I then uploaded a 1x1 pixel white image, which scored 41.7.

      Looks your rating is accurate :)

    4. Re:Acquine may assign funny scores... by sfarmstrong · · Score: 1

      How heavily were the original images compressed? Selective Gaussian blur tends to remove compression artifacts, smooth gradients, and keep edges intact. I wonder if Acquine was responding badly to artifacts in your source images.

    5. Re:Acquine may assign funny scores... by mangu · · Score: 1

      The image had the best possible quality that would fit in the allowed file size. I believe their algorithm is biased toward portraits, that have a big sharply focused central subject and an out of focus background.

      My picture was a boat in a canal, and it had great depth of field. What the selective gaussian blur did was to soften the surrounds, like branches, leaves, and reeds in the image, while keeping the boat in the center in sharp focus.

    6. Re:Acquine may assign funny scores... by Twinbee · · Score: 2, Funny

      It looks like one would get more consistent results out of the checksum for a picture ;)

      Thanks for testing that - not many would have.

      --
      Why OpalCalc is the best Windows calc
  8. My lone opinion by Anonymous Coward · · Score: 0

    Is that this sort of thing is the dumbest ever, and is bad for the field of AI, where some people are trying to do real work.

    1. Re:My lone opinion by Morphine007 · · Score: 5, Insightful

      The field of AI is not comprised of a majority of researchers frantically trying to build an expert system that can pass a Turing Test. Visual data is complicated and building a system that can take that information and make use it in a very simplistic manner is non-trivial. Read some of scientific papers published by the authors of Acquine, and you'll see that their methodology (image processing, regression, Bayes' classification, decision trees, support vector machines, classification and regression trees, to name but a few) is anything but trivial.

      Not only did they build something novel, but they built a system that does a good job of approximating human response to good/bad photography.

      If you want to contest the true novelty of their work, through an academically-inspired claim that they combined existing technologies in a way that isn't terribly novel, rather than creating their own technology, then that's fine. However, the blanket statement that some researchers are trying to do "real work" and that Acquine isn't real work, is a giant red-flag indicating that you likely haven't got the slightest clue what actually goes on in the field of AI. Typically researchers like to tackle problems where the utility of their solutions isn't immediately obvious, the previous link to the RoboCup competition is a perfect example; who cares if you can build a robot that can play soccer? By your reasoning, that would be an incredible waste of time. Except, it's becoming the standard problem for multi-robotic systems research, and a large number of AI researchers are devoting significant time towards building RoboCup teams.

      Why?

      Simple, pick a real world task for a group of robots that "matters". Now decompose that task into all the subproblems that you would need to solve in order to have a robot complete the main task. Chances are, you're going to run into problems involving self-localization, team-work/cooperation, vision, data fusion, etc... All of those subproblems are being worked on and solved in different ways by researchers in the RoboCup challenge. And chances are, if you choose the methodologies used by the teams that win games you're likely to have chosen the most effective methodologies available in the field.

      The true value of research isn't the end-product of each individual research-project. It's the end-product of many "useless" research-projects combined.

    2. Re:My lone opinion by molex333 · · Score: 1

      Bravo! Well stated. The field of AI is filled with seemingly innocuous research, that is until someone figures out a way to combine some of that research in a way that is useful. In my opinion, we are on our way to creating AI that is capable of learning and understanding on near human levels. The fact that a computer can judge photography nearly the same as a human proves that a computer can understand aesthetics! For anyone in the field, this is HUGE!!!!

      --
      Somewhere in a dark place you will find:
      www.m1
    3. Re:My lone opinion by Anonymous Coward · · Score: 2, Informative

      Do you find that it "does a good job of approximating human response"? Because I don't. Photos that are absolute crap get 99.99% and interesting photos get 1%. It seems completely random, except for its apparent preference for high resolution and black borders.

    4. Re:My lone opinion by inode_buddha · · Score: 2, Funny

      I wonder how this AI will react to goatse? Will it have a human response?

      --
      C|N>K
    5. Re:My lone opinion by Hatta · · Score: 1

      The field of AI is not comprised of a majority of researchers frantically trying to build an expert system that can pass a Turing Test. Visual data is complicated and building a system that can take that information and make use it in a very simplistic manner is non-trivial

      Chances are that the types of algorithms it takes to make sense of incredibly complex visual data are the same types of algorithms you would need to pass a Turing test.

      --
      Give me Classic Slashdot or give me death!
    6. Re:My lone opinion by eggnoglatte · · Score: 1

      Sadly, it didn't take long for me to run into this image while using acquine in random browsing mode. It got 4 out of 5. So there you have it: goatse is art!

      No, I am not making this up, either.

  9. What exactly is a "color professional photograph"? by fake_name · · Score: 2, Insightful

    What exactly is a "color professional photograph"? Landscapes? Portraits? Group shots? Sports photography? Photo journalism? Abstracts? Artistic Nudes?

    This may be an interesting programming toy but it has little to no use in the real world, unless you have a desire to locate generically boring pictures built to formula. (or, generically boring pictures that have been run through the "ALIPR Picture Score Optimizer" Photoshop filter)

  10. Re:I wonder... by srussia · · Score: 1

    -1 Caprine

    --
    Set your phasers on "funky"!
  11. terrible by Anonymous Coward · · Score: 5, Funny

    It prefers a nazi germany flag over some beautiful landscapes and portraits

    my name is godwin and I approve this message

    1. Re:terrible by Anonymous Coward · · Score: 0

      Say what you will about the tenets of national socialism, dude, at least they had a spiffy flag.

  12. Our redundant brains by oneirophrenos · · Score: 3, Insightful

    This is great news, a system to tell us whether a photograph is beautiful or not. We are approaching the point where we can outsource all our thinking to computers. Soon we won't have to use our brains at all!

    (Not that many of us do presently, anyway.)

    1. Re:Our redundant brains by fortyonejb · · Score: 1

      Mike Judge is seeming more and more like a visionary than a comedic writer right about now.

    2. Re:Our redundant brains by noidentity · · Score: 1, Funny

      This is great news, a system to tell us whether a photograph is beautiful or not. We are approaching the point where we can outsource all our thinking to computers. Soon we won't have to use our brains at all!

      Wow, what an uhh... <looks at what mods rated your post>... insightful posting! I'll have to wait to find out what kind of posting mine is.

    3. Re:Our redundant brains by david_thornley · · Score: 1

      I already maintain my car when it tells me to.

      --
      "When you have eliminated the unacceptable, whatever is left, however improbable, must be the truthiness" - Holmes
    4. Re:Our redundant brains by Bigjeff5 · · Score: 1

      Apparently, it's kinda funny but not really.

      --
      Security is mostly a superstition... Avoiding danger is no safer in the long run than outright exposure. - Helen Keller
  13. Pulitzer versus Goatse.... by VinylRecords · · Score: 5, Funny

    Just google image search for any Pulitzer Prize winning photo and upload it to the Penn State ACQUINE system and see how some of them fare to the Goatse image...

    The Iwo Jima flag raising photo at this URL gets a 26.1 in the system.
    http://surreality.info/up/WW2_Iwo_Jima_flag_raising.jpg

    The fucking Goatse image with a construction crane photoshopped into it (don't ask) just got an 84.1 on the same ACQUINE system....and no I'm not going to provide a URL just test it yourself.

    So Goate is a better image than the Iwo Jima flag raising photo?

    Am I missing something?

    1. Re:Pulitzer versus Goatse.... by American+Terrorist · · Score: 1

      Am I missing something?

      Slow news day on Slashdot. Did you look at the previous "story"?

    2. Re:Pulitzer versus Goatse.... by MichaelSmith · · Score: 5, Insightful

      So Goate is a better image than the Iwo Jima flag raising photo?

      Maybe all the people sending goatse to it has biased its aesthetic judgement.

    3. Re:Pulitzer versus Goatse.... by DerCed · · Score: 5, Insightful

      How on earth should an algorithm know how to infer the symbolic value of the flag rising image?! As far as I understand the Pulitzer Prize is not about artistic and aesthetic value, but rather about journalistic impact, isn't it?

    4. Re:Pulitzer versus Goatse.... by ZeroExistenZ · · Score: 1

      Am I missing something?

      I don't know, but putting those two pictures together, you've painted an image in my head where they're planting that flag somewhere else I priorly, innocently, assumed, outside of the picture.

      Also, you're missing the aspect of sentimental "beauty", or emotion a picture evoces, this picture calls up alot to the viewer, and more the US population as it plays on patriotism, which lives strong in the US.(not saying anything about that or judging, it's a common observation.). A computer cannot really trap those nuances to tag it as aestheticallypleasing to you, in what way it will emotionally spark you, or even which thoughts and inspiration a picture provokes.

      --
      I think we can keep recursing like this until someone returns 1
    5. Re:Pulitzer versus Goatse.... by Threni · · Score: 1, Insightful

      I don't give a shit about some yank grunts waving a flag about. You're surprised some system immune to patriotic flag waving bullshit doesn't think too much of it? Perhaps you should stick in an American girl and an Iranian girl and see if it marks down the Iranian for having a president who denies the holocaust happened?

    6. Re:Pulitzer versus Goatse.... by Nathrael · · Score: 1

      Interestingly, Longcat got a perfect score of 100. It seems that while Acquine may not have a good sense for aesthetics, it certainly has a great sense of humor.

      --
      A good education is a bit like a STD - it makes you unsuitable for a lot of jobs and gives you a desire to spread it.
    7. Re:Pulitzer versus Goatse.... by Anonymous Coward · · Score: 0

      http://i1.trekearth.com/photos/9954/mother_in_burka.jpg

      It's good looking fabric

    8. Re:Pulitzer versus Goatse.... by Saba · · Score: 4, Insightful

      Am I missing something?

      Yes.

      The system learns the quality of photo, not the abstractions we place upon it.

      The photograph, in strict terms of quality alone, is rather poor and achieves an appropriate rating. It cannot measure the value of the image.

    9. Re:Pulitzer versus Goatse.... by The+Outlander · · Score: 0

      I think that photo is a little unfair as its composition is unusual and breaks many rules (im not saying its a bad photo, its obviously not but it is unusually composed)

      When you feed a few Ansel Adams photos into it though and it only gives between 40-60 you know somethings not right.

      What a pile of shit.

    10. Re:Pulitzer versus Goatse.... by Anonymous Coward · · Score: 0

      Well, this wonderful nature scene only scored a 14.1. So far I'd say so far this ACQUINE thing is bang on.

    11. Re:Pulitzer versus Goatse.... by should_be_linear · · Score: 0, Troll

      If you think Iwo Jima deserves better, this photo is below-average according this software.

      --
      839*929
    12. Re:Pulitzer versus Goatse.... by noidentity · · Score: 1

      The fucking Goatse image with a construction crane photoshopped into it (don't ask) just got an 84.1 on the same ACQUINE system....and no I'm not going to provide a URL just test it yourself.

      Somewhere a Google engineer wonders why the sudden surge of image searches for "goatse crane".

    13. Re:Pulitzer versus Goatse.... by mdwh2 · · Score: 2, Interesting

      Well that's exactly the point, isn't it? We're a long way from AI being able to judge artistic merits, because doing so often isn't just a property of the image alone, but is related to what the things in the image represent.

      Now having said that, it might be interesting to have some judgement that is not biased by cultural perceptions - one that treats Pulitzer and Goatse on an equal playing field, judging what they look like rather than what they represent. But it's unclear what meaning such an algorithm has - it's not comparable to what humans would think, nor is it meaningful to say it's the computer's own opinion (I mean, anyone could write an algorithm that assigns some arbitrary value based on the image data, but what use or meaning that has is another matter.)

    14. Re:Pulitzer versus Goatse.... by perryizgr8 · · Score: 1

      maybe because it prefers color over grayscale?

      --
      Wealth is the gift that keeps on giving.
    15. Re:Pulitzer versus Goatse.... by hey! · · Score: 2, Insightful

      Symbolic appeal is very much different from aesthetic appeal.

      I think the problem with Iwo Jima is that it is in black and white and the system is designed to rank color images, according to TFA. However, I think we can see a certain ... similarity between the two pictures. One of the criteria for a composition is how the eye is drawn to a focal point in an image. In the Iwo Jima photo, the mound of the hill is sharpened by the triangular form of the squad and the flagpole, drawing the eye to the flag. I think we can conclude that it is an unusually strong composition.

      As for Mr. Goatse ... Well, I suppose if we judge it by the same criterion it'd have to be pretty good.

      --
      Post may contain irony: discontinue use if experiencing mood swings, nausea or elevated blood pressure.
    16. Re:Pulitzer versus Goatse.... by mikerz · · Score: 1

      This may sound strange to you, but image is the least important part of art. Any aesthetic formula or method is crap, because it lacks soul and intention.

    17. Re:Pulitzer versus Goatse.... by cathector · · Score: 1

      this may be surprising to you and vinylrecords,
      but this app isn't claiming to say squat about "art",
      it's claiming to simulate human aesthetic reactions.
      (and apparently doing a dubious job of it but at least it's trying)

    18. Re:Pulitzer versus Goatse.... by mikerz · · Score: 1

      Again, any aesthetic formula or method is crap. A person's aesthetic reaction is based in their consciousness and can change over time. The lowest common denominator of consciousness is an incredibly ignorant person, and that is what limits this system.

    19. Re:Pulitzer versus Goatse.... by Anonymous Coward · · Score: 0

      I just went to the site and, initially, there was an image of a male ejaculating. Not wanting to look at this, I reloaded the page and an image of what I assume is Goatse replaced it. I would tell you the scores, but I couldn't bring my eyes back into that area or the screen again.

    20. Re:Pulitzer versus Goatse.... by david_thornley · · Score: 1

      It's not about symbolic value, it's an extremely good photograph. If it was symbolic value, we'd all be looking at one of the shots of the first flag-raising (which exist). This was the second one, after they got a bigger flag. It got famous because it's absolutely wonderful composition, largely (I assume) by chance.

      --
      "When you have eliminated the unacceptable, whatever is left, however improbable, must be the truthiness" - Holmes
    21. Re:Pulitzer versus Goatse.... by babybird · · Score: 1

      Because from an aesthetic standpoint, that particular Iwo Jima flag raising photo has a lot of problems with it. It's very contrasty, the highlights are badly blown, the composition isn't ideal and so forth. The so-called "rules" of photography aren't rules because someone said so, they've demonstrated themselves over time to be things that most people, far more often than not, find appealing in a photograph or image. Things such as the rule of thirds, good exposure, contrasting or complementary elements and so forth.

      What makes the Iwo Jima flag raising photo a Pulitzer Prize winning photo are the circumstances surrounding the event itself, and what the photo represents on a more historic and emotional level to the viewer. That's something this algorithm would never be able to rank, because it's got no basis on the elements that make up the photo themselves, but rather their context and meaning.

      This sort of algorithmic photo rating system would likely rank a guy crossing the street as being as high or higher than the iconic photo of "Tank Guy" of Tienanmen square as well. Some photos are great not because they're great photos, but because they represent something to the viewer. These are two wholly different things.

      --
      Keith D.
  14. Geek's by Anonymous Coward · · Score: 0

    Howcome Geek's allwyas try to find matematical patterns to explayn what they can't?

  15. Re:I wonder... by Anonymous Coward · · Score: 0

    How do I saw goats?

  16. In other, unrelated news... by jamesh · · Score: 4, Funny

    In other, unrelated news, Penn State researchers have released an online image voting system called 'Aesthetic or not' where users are presented with a random image and have to give it a score of between 0 and 100.

    Initial user participation was good until for some completely unknown reason, 90% of images presented to users for rating were goatse, tubgirl, or other shock images.

    1. Re:In other, unrelated news... by story645 · · Score: 1

      Initial user participation was good until for some completely unknown reason, 90% of images presented to users for rating were goatse, tubgirl, or other shock images.

      I assume you were joking, but it's actually playing out that way. One out of every four of the images on the front page looks like the type of thing a slashdotter would contribute, and the site says:

      5/15/2009 Due to a slashdot exposure, we are experiencing a much larger traffic to our small Webserver.
      There is a possibility that your photo request may not be handled as fast as it should be. Thanks!

      --
      open source modern art: laser taggi
  17. Problematic image? by Terje+Mathisen · · Score: 1

    I tried the system, using a high dynamic range pano that I'm very satisfied with, and which has received a bit of praise from other photographers:

    http://norloff.org/pano/mirror5x3medium.jpg

    According to the computer this image is worth 28.1 points.

    I guess this means that either the image is a lot worse than I believed, or the rating system has problems with it. :-)

    Terje

    --
    "almost all programming can be viewed as an exercise in caching"
    1. Re:Problematic image? by all204 · · Score: 1

      That's a great picture.

    2. Re:Problematic image? by Terje+Mathisen · · Score: 1

      Thanks!

      To make that mirror panorama image I needed 3 landscape format photos. In each direction I used bracketing to take 5 photos with 0.7 f stops between them, i.e. the total range was about 3 full stops or a factor of 8.

      I then optimized a pano consisting of all 15 source images, merging each group of 3 with the same exposure into a separate layer.

      Finally I used gradient filters, blending all 5 fixed-exposure panos into a final HDR pano.

      Terje

      --
      "almost all programming can be viewed as an exercise in caching"
  18. Great... by stms · · Score: 2, Funny

    Now I don't Have to look at so much porn to find the pics I want to look at.

  19. Seems as accurate as any other photo sharing site. by Anonymous Coward · · Score: 0

    I've just run a few of my photos, which are on several photo sharing/critique sites and the results seem fairly similar.

    Most of the ones I like it scores low, ones I think are formulaic and generic seem to score highly...

    If they could adapt it to add random 'nice shot' and 'what settings did you use?' type comments to each image I'd say you could replace most of the photo sites on the web with it and no one would even notice!

    A vaguely interesting waste of 5 minutes, but limited real use as it take no account of mood, subject, situation or any of the other things that help define a 'good' photo.

  20. This is bullshit by Anonymous Coward · · Score: 0

    Voting has nothing to do with aesthetics. The beauty of a photo, painting is not some sort of pixel correlation algorithm it is how humans interpret the image and how they eventually FEEL about it.

  21. hmmm... by hh4m · · Score: 1

    Right... so u can basically set up a botnet to skew the system...

  22. Make sure to read the EULA by Anonymous Coward · · Score: 0

    Or Professor Oak may use your picture in his Pokemon Report

  23. Goatse got 76.1 by mangu · · Score: 1

    No kidding, I tried it with the url http://www.goatse.fr/hello.jpg and got 76.1

    I see Slashdot at work here. Well, I also clicked in the rightmost star in the "How do you rate its Aesthetic Quality", of course...

  24. Hokusai's Great Wave... by Anonymous Coward · · Score: 0

    Hokusai's Great Wave off the Coast of Kanagawa... 15.0 points! I say this bit of software stinks. Nice try people, but it's no good. For the terminally bored, feed it the pictures from HaveYouSeenThisMan.com and see what it says. Oh, for reference, the pic I used:

    http://www.globalsecurity.org/eye/images/greatwave.jpg

    1. Re:Hokusai's Great Wave... by LionMage · · Score: 1

      In fairness, if you RTFA you'd know that they specifically discourage the use of their system to evaluate paintings and hand-drawn artwork; the system is instead meant to evaluate color photographs.

  25. I wonder how well it fares with... by Anonymous Coward · · Score: 0

    I wonder how well it fares with images of ladyboys?

  26. Obama vs McCain by Anonymous Coward · · Score: 0

    Good thing the software wasn't designed to vote. It gave a picture of Obama a rating of 63.7 and a rating of 84.8 to McCain

  27. Interesting by jw3 · · Score: 2, Interesting

    One thing first. There *are* certain esthetic and technical rules / guidelines which are what we could call "objective" in the sense that they are very general. For example, a photograph usually looks better if the composition is balanced, if the 2/3rd (or golden mean) rule is used, the lines in the picture are coherent and lead the eye in the right direction (e.g. towards the subject), if the photograph is correctly exposed, colors matched etc. Of course, some of the greatest photographs break those rules; however, like in many things, you succeed in breaking the rules if you know what you are doing, and you cannot do it very often.

    I can imagine that you can come up with an engine that is able to detect how "rule conformant" a given picture is.

    However, pure formal esthetic judgement is what we rarely mean when talking about a "good photograph".
    There is one main issue that will make it very hard to match our "overall" esthetic sense. Firstly, we are unable to detach the image contents from the "pure form". That means, if we see a worried women holding a child, we cannot just look at that as a composition. Also, we are always considering what we know about the subject. E.g. if we have a photograph of a man standing in water, if the photograph ends just below the place that his legs go into the water, we will have the impression that his legs are cut off, and that there is something wrong about the photograph. Finally, facial expression is immensely important for the perceived esthetics of a photograph.

    I did some experimenting -- some of the truly great photographs of our times got rather lousy scores (e.g. Dorothea Lange's famous photograph, but also some color photographs as well), while at the same time rather random shots I did of my sons got even five out of five stars. Well. Maybe it will still be useful to someone to filter out the worse photographs.

    j.

    1. Re:Interesting by mikerz · · Score: 1

      I think that one of the greatest fallacies taught about art, is the existence of these "guidelines" and "rules." These things exist only within a very limited context. At the core of it, art is meant to convey truth or raise consciousness. Truth is something representative of the Universe, and the Universe has apparent laws. I think this is the origin of the fallacy. Every "law" in the Universe is the result of the nature of physical reality, as it happens to exist. Every rule or guideline of art is meant to steer a person toward creating better art, but these rules are somewhat arbitrary because the physical nature of the world does not apply to our imagination.

  28. Skewed rating by jw3 · · Score: 1

    Apparently, there is a skewed (high) rating for: white or black frame around the picture and black and white photographs esp. portraits.

    j.

    1. Re:Skewed rating by Anonymous Coward · · Score: 0

      No, it's not just black and white. It seems to give high scores to images with a lot of one intense color, with a selection of related hues i.e. variations on the main one. BandW photos fall into that category. Points also seem to be given for flowing lines. Axis-aligned elements are not rated as highly as curved, off-axis lines. I assume some points are assigned for compositional positioning, i.e. place a "tic-tac-toe" grid over the picture and have strong geometrical elements at one or more of the cross-over points. (Something more sophisticated than that but that's the nature of the idea...) That's what I've gleaned from reviewing some of the photos.

  29. Wrong by Anonymous Coward · · Score: 0

    Something is wrong with this algorithm, this picture scores only 73.4 http://jailbait.4chan.nu/1158384480788.jpg [4chan.nu]

    1. Re:Wrong by Anonymous Coward · · Score: 0

      Also it rated one picture two times with different score?!

      http://acquine.alipr.com/acquine.php?mine=1&start=0&like=vote&ip=95.87.20

  30. Existing from more than 20 years by readthemall · · Score: 1

    Isn't this exactly the same as the matrix metering introduced in SLR cameras in the eighties? Just instead of calculating recommended exposure you get an estimation.

    The principle should be similar - get several thousands of really good pictures that anybody likes. The more, the better. Run analysis for patterns and store the results in a database. And when you need to evaluate a picture, just search for available patterns.

  31. Opinion from Penn State by gubers33 · · Score: 1

    Being a recent Penn State grad, I am somewhat familiar with the application. One thing they didn't state is that this program has the ability to learn. You can teach the program so that it will change its rating system. The drawbrak... you have to take the time to teach this program which is never fun. And I'm far to lazy so I will never do it. It could be a useful application in some cameras, for the terms for red eye, lighting and clarity.

    --
    Just because you are wrong and I called you out on it doesn't mean I am a Troll.
  32. Crappy system... by denzacar · · Score: 1

    This picture gets 95.1%
    This, completely different picture, gets 9.8%.
    While this one gets 7.3%.

    Note that the one that actually represents the photographed object the best got horrible grades, but the blurred, oversaturated and cropped version got nearly perfect score.

    --
    Mit der Dummheit kämpfen Götter selbst vergebens
  33. Acquine is an Opus Dei!! by raguirre · · Score: 1

    According to him, this picture sucks.

  34. put this software in a feedback loop by Anonymous Coward · · Score: 0

    put this software in a feedback loop, and you can actually make a system that *improves* the quality of a photo :-)

  35. The dangers of trusting machines... by RingDev · · Score: 2, Insightful

    So I follow the link and think, hey this is pretty cool. I grab some screen shots of my apps and run them through. Unsurprisingly, some old VB6 crap I'm still maintaining was scoring in the 5-10% range. The newer Web and Silverlight apps I've been working on are all over from 30%-70%. I'm thinking this software is pretty cool and we could use it to get rapid feedback on different layouts and styles.

    So I send the link to one of my co-workers. He brings it up and posts a screen shot of his web site. We start talking about how we could use it and how it works. And we wind up with a little impromptu meeting at his cubicle. 5 people huddled around his desk checking out the rating system.

    And then we hit the home page, were recent highly rated photo thumbnails are shown. And what do we see?

    Some lady, buck naked, leaning on her shoulder blades, twisted up like a pretzel shooting an anal douche fountain a few feet into the air.

    And that is why you never trust a machine to rate user submitted images.

    -Rick

    --
    "Most people in the U.S. wouldn't know they live in a tyrannical state if it walked up and grabbed their junk." - MyFirs
  36. Oblig... by bwcbwc · · Score: 1

    I wonder what scores it gives to porn?

    --
    We are the 198 proof..
  37. Oblig. by TheVelvetFlamebait · · Score: 1

    I, for one, do not welcome our new aesthetically aware computer overlords. I get enough of that from the chicks at my uni.

    --
    You know, there is a difference between trolling and pointing out the flaws in your reasoning. Just saying.
  38. perhaps it's a trick by cathector · · Score: 1

    and this isn't a computer research project at all but rather a sly psychological study trying to gather a collection of images which real humans are aesthetically interested in. ..perhaps correlated by IP / physical region or perhaps correlated to before and after being posted on slashdot.

  39. nondeterministic by cathector · · Score: 1

    try uploading this image (it's clean) several times. it generally gets a 98.9, but sometimes gets a 5.6. after mirroring the image it generally gets a slightly reduced 98.4 but occasionally gets a 35.4.

    1. Re:nondeterministic by cathector · · Score: 1

      it would be interesting to hook this up in a feedback loop to something that randomly/genetically mutated images and used acquine's score as the fitness function.

  40. At last: Conformity by nausea_malvarma · · Score: 1

    Finally! Now I can look at pictures that other people think are amazing. At last, my personal preference for photography can fall in line with the consensus of strangers on the Internet. I'm so happy to have found this Acquine thing! Now I'll like all the same stuff everyone else likes, like a normal person. After all, having individual taste is treachery. Fall in line with the group, everyone!

  41. Yay color variation! or something by Anonymous Coward · · Score: 0

    Apparently that's all that this measures really, because I tried some moderately popular photographs I'd taken and put on deviantart and they got rated very poorly. So I tried an extremely popular one from my favorites, and that also got rated very poorly. You could call it an interesting experiment, but first it would have to show any sign of working.

  42. The computer's opinion by Locke2005 · · Score: 1

    I uploaded a picture of my wife; the computer's response was "I'd hit that!"
    Are we sure they are not using a Mechanical Turk?

    --
    I've abandoned my search for truth; now I'm just looking for some useful delusions.
  43. Of course, of course.. by StikyPad · · Score: 1

    Beta testers noted that images of mares were particularly appealing to the software.

  44. Princess Leia vs. Padme Amidala by Anonymous Coward · · Score: 0

    We have a clean winner here:

    Princess Leia: 76.5 %
    Padme Amidala: 59.3 %

    (source of both pics: Wikipedia)

    And I haven't tried the famous bikini photo!

  45. Inherently conservative (potentially boring) by smchris · · Score: 1

    1) Aesthetic according to what standard?

    2) Art is more than photos. Much art moved away from realism 150 years ago.

    Some short thoughts on the topic by a physicist.