Women's Attractiveness Judged by Software
Roland Piquepaille writes "According to Haaretz, an Israeli team of computer scientists has developed software that ranks facial attractiveness of women. Instead of identifying basic facial characteristics, this software has been designed to make aesthetic judgments — after training. The lead researcher said this program 'constitutes a substantial advance in the development of artificial intelligence.' It is interesting to note that the researchers focused on women only. Apparently, men' faces are more difficult to grade."
There are some obvious criticisms: In the first stage, 30 human participants were asked to rate from 1-7 the beauty of several dozen pictures. For a masters project (which this was), that's a decent sample size. For research and practice, I do not think that will suffice.
Second, this was done using eigenalysis and principle component analysis. While that's interesting, I have not always found that to be a great approach. Five or six years ago, they were all the rage although I cannot really find anything fruitful that has come from applying this to human faces. This also means that they cannot generate the 'most beautiful' face but if they did, it would simply be the composition of all their eigenvectors (in this case, ghostly looking images of faces) into one representing the highest scoring beauty. The lead researcher said this program 'constitutes a substantial advance in the development of artificial intelligence.' Having taken several AI, computer vision & machine learning courses, I don't find this to be at all substantial. An interesting masters project for sure, but several years ago I saw people doing the same things at local universities with the same results.
Why don't they tell us how this scored some celebrities from around the world like say Iman Abdulmajid, Zsa Zsa Gabor & Angelina Jolie? I have a feeling that their system is over-trained and would perform poorly in real life. Facial beauty requires imagination and this system was hand trained on a hundred points. I don't think that's enough but I wish they would have published more results to either prove or disprove my criticisms.
My work here is dung.
"Apparently, men' faces are more difficult to grade."
Or perhaps their bank accounts are easier to derive a "value" from!
I kid, I kid. I think.
Kwisatz Haderach
Sell the spice to CHOAM
This Mahdi took Shaddam's Throne
...and generate a manhood-size-prediction algorithm.
I swore I'd never spout that misogynist meme, but for once it bears a glimmer of truth.
I saw an article in a science journal years ago that showed photos of women averaged together. The more photos in the average, the more attractive the final photo became. The conclusion was the more 'average' the woman looked, the more attractive she was. Makes sense to me.
Men will nail anything and the women really control sexual interactions. The cost of mating is far lower for men than for women therefore women are far more choosy.
Engineering is the art of compromise.
I thought that's what beer was for.
No folly is more costly than the folly of intolerant idealism. - Winston Churchill
Women's Attractiveness Judged by Software Engineers
There, fixed that title for you...
You shall see a cow on the roof of a cotton house.
I thought the true measure of a womans attractiveness was the pointiness of her knees
Even beyond the very real problems listed above, I'm not aware of any actual empirical standard of beauty. All you can point to is a general average of perceptions of attractiveness, and even that is far from foolproof as evidenced by the thousands of women who actively try to personify that average, and end up looking subtly hideous (a la Anna Nicole Smith).
In the end, it all comes down to individual perception. Sit ten guys down with thirty pictures, and you're going to get 10 different #1's. Maybe you can teach a program to be able to say who it thinks is hot, whatever use that is. Or you could write a program that would allow a person to rate a hundred or so pictures, so that you could run a dating service that automatically pairs you up with people it thinks you'll find attractive...That's the only use I can come up with.
ad logicam Claiming a proposition is false because it was presented as the conclusion of a fallacious argument.
On the bright side, this should encourage more women to enter the science and engineering fields, if for no other reason than to crack into this system and perform the digital equivalent of dumping your cocktail on your head. I think training it to rank goatse as aesthetically pleasing would do the trick.
It should be illegal to say that freedom of speech should be limited.
I read an article a while back that made the point that one of the biggest factors in attractiveness was symmetry. The "perfect" face doesn't have any features out of alignment. There was another study that made the point that "averaging" faces produced more attractiveness, but this was actually the wrong conclusion. It was the averaging process that smoothed out features into perfect alignment.
Symmetry actually makes sense. The more messed up someone's face is from ideal, the worse their genetics could be. Of course, there are other factors such as shiny hair, clear skin, sharp cheekbones, fitness, which all factor back to health.
Sometimes it's best to just let stupid people be stupid.
The theory from some is that this averaging resulted in an illusory correlation between average and beautiful due to the fact that the averaging process improved the appearance/smoothness of skin. People apparently really really like good skin.
Men have been judging women by their software for ages.
It goes from God, to Jerry, to me.
What we're looking for is a healthy specimen to breed with. We will judge the health of said specimen based on our own body type. For instance, if we have long fingers, we will find long fingers attractive and vice versa. There really isn't a godlike ideal that we strive for. We just want someone healthy who can give us healthy children. In that regard, the way the body curves is just as important as the face, if not more so. Somehow we think that judging beauty based on the face is pure while judging on the basis of other bodily characteristics is less pure. Not so. When us guys get all excited about a woman's secondary sexual characteristics, we're just thinking about the good of the children.
They made a movie about it.
"Fascism should more properly be called corporatism because it is the merger of state and corporate power." -- Mussolini
Something I have noticed is that the more intelligent a woman is, the more attractive she looks when showing certain emotions.
An intelligent woman looks highly attractive when confused...you can almost see the gears working in her head, trying to figure it out. An unintelligent woman just has a dumb confused look on her face.
From what I have seen, intelligent women tend to not necessarily have more attractive facial features, but a more attractive way of showing their emotion and reaction to things. Not something that is commonly thought about.
Living With a Nerd
I fell in love, unexpectedly, with a woman who was not a classic beauty.
Within a handful of months, I noticed I was finding women with facial and body characteristics similar to hers more attractive than the magazine beauties I normally ogled. Indeed, the model types started looking odd to me.
Now add in cultural and racial preferences and this "breakthrough" starts sounding like "bullshit".
Its called "Am I hot or not?" I won't even google it to see if it still is there
"Apparently, men' faces are more difficult to grade."
Because you don't keep your wallet on your face.
In a certain city, an attractive girl gets unwanted attention. Take the same girl to a different city, and nobody notices her.
Until she starts acting "cute".
Beauty and attractiveness are somewhat separate concepts, but, as my mother used to say, "Beauty is as beauty does."
Look at Anni-Frid Lyngstad and Agnetha Fältskog, or, for that matter, the Wilson sisters. I don't know about you, but I didn't think they were either attractive or beautiful until I'd been listening to their music for several years.
Or, for that matter, look at the Mona Lisa. I'm still not sure what the fuss is there.
Any way, happy Aril 1st.
Computer memory is just fancy paper, CPUs just fancy pens with fancy erasers; the 'net is just a fancy backyard fence.
Yes, but there is empirical evidence of highly parallel preferences among males that indicate the presence of common perceptions regarding what constitutes beauty.
The fact that there are no empirical standards for beauty is not due to the absence of any common standards for beauty (albeit not universally applicable), rather our inability to represent the metrics of the mind using mathematical or linguistic representations.
I hate printers.
Yes, I'm assuming the team was mostly male... hopefully I don't offend anyone with this obvious assumption.
If you can read this... 01110101 01110010 00100000 01100001 00100000 01100111 01100101 01100101 01101011
I read a web site somewhere about some German researchers trying to figure out what was "beautiful" by taking eight of the top Miss Germany contestants (including the winner) and algorithmically averaged their eight faces into a ninth composite face. To be fair, the beauty queen contestants had to wear no makeup and have a neutral expression on their face. They let people rank the nine faces in terms of beauty, and it turned out that the non-existent ninth "averaged" face was ranked the most beautiful.
They then expounded on how people found an average prototypical face the most beautiful.
When I checked back later with the web site, they had added an addendum to the web site, saying something to the effect of, "Oh, yeah, we also found that, by averaging the photos together, we smoothed out any skin blemishes on the face, and maybe it could be possible that there's a chance that somehow people were just finding that the ninth average face had the smoothest skin and was thus the most beautiful."
In other words, "We completely forgot to account for the superhumanly flawless skin in the algorithmically generated face, which invalidates all this work we've done, but we've put so much work into this project that we don't want to throw it all into the trash just yet." Kinda like how a PhD candidate researching a breakthrough in space-dwelling aliens might add, at the very end of his thesis, "Oh, or it might have been just ants crawling on the lens of the telescope. Woops."
404555974007725459910684486621289147856453481154 in hex is "You sank my Battleship?"
[GPG key in journal]