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Machine learning creates professional level photographs


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Ethics

by Linda Pastan

 

In ethics class so many years ago

our teacher asked this question every fall:

if there were a fire in a museum

which would you save, a Rembrandt painting

or an old woman who hadn’t many

years left anyhow? Restless on hard chairs

caring little for pictures or old age

we’d opt one year for life, the next for art

and always half-heartedly. Sometimes

the woman borrowed my grandmother’s face

leaving her usual kitchen to wander

some drafty, half-imagined museum.

One year, feeling clever, I replied

why not let the woman decide herself?

Linda, the teacher would report, eschews

the burdens of responsibility.

This fall in a real museum I stand

before a real Rembrandt, old woman,

or nearly so, myself. The colors

within this frame are darker than autumn,

darker even than winter — the browns of earth,

though earth’s most radiant elements burn

through the canvas. I know now that woman

and painting and season are almost one

and all beyond saving by children.

 

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For myself, though perhaps not as extreme, I react much more intellectually than emotionally to MC Escher, more along the lines of how I react to a good Philosophy book than how I react to a painting of Van Gogh.

 

Fred, I agree to what you said in your whole comment, but just want to point out that intellectual activity is also associated with emotions like wonder and intrigue, but they are surely different from the emotions I feel from a Renoir or Monet. I understand when you said, your feelings associated with Escher's work is more intellectual. I also get a similar feeling while deriving say, a math equation. Initially, all the algebraic variables are all over the place. As one works down a few steps, suddenly things start to fall in place and the initially chaotic equation settles into to a compact form. There is a whole chapter on mathematical aesthetics, but I am not focusing on the aesthetics of the equation itself, rather on the realization that it can be made into a harmonious compact form. I think, there is aesthetics associated with realization and understanding, even if some of them are mostly left brain activities.

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Those of us with a few years under our belts will remember a commercial back in the cassette tape days that asked "Is it real or is it memorex?". It showed a singer who could hit notes that would break a glass, then the memorex recording of the singer did the same thing. 'Real' implied it was done by a human. Now-a-days we ask "Is it real or is it AI?" That summarizes the Turing Test.
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How can a machine sense a moment of love, fear, awe, juxtaposition, grace, happiness, spirit, ? It would have to have a sense of itself. Otherwise it's just a camera shooting licenses of cars going through toll gates.

How does A HUMAN sense a moment of . . . ?

 

Though humans have a sense of themselves, I don't think that's key in recognizing moments of, for example, happiness. We often go off of signs. We see a smile, we recognize happiness. A machine can be programmed to do that.

 

Also, the machine wouldn't have to "recognize" happiness. It just has to learn how to create a picture that conveys it. For that, it doesn't need to FEEL happiness. It just needs to know what happiness looks like. A machine can learn, for example, that dark shadows, tears on a face, and falling rain don't signal happiness, but that bright sunshine, a smile on the face, and a field of daisies do.

 

This is why photographers don't have to feel the feeling they're creating with a photo when they're shooting it. I recently read about a musician who said he could only write depressing songs when he was not depressed. When he was depressed, he was too depressed to write music. A photographer will work with visual signs and symbols to create a certain feel. A machine can be programmed to put together that kind of sign-symbol visual composition.

 

I think this works two ways. It not only shows how we can "humanize" machines. It shows how programmed and mechanized the human brain and emotional reactions already are. The hard part for some to swallow is that discoveries about how the brain, consciousness, and emotions work demythologizes and deromanticizes those aspects of human life.

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We didn't need dialogue. We had faces!
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I understand your point Fred. But aren't you describing mimicry? I'm struck by how many pictures we can look at and then one particular one just stands out. Most viewers can feel it. But when they describe it, their words don't sound much different than the words they use to describe similar but less emotional and impactful pictures. That one picture is extra special yet indescribable. If we can't describe the differences among ourselves, how can you program a computer to see it or create it? If art truly comes from the soul, how could a soulless object create art? Could a computer catch the looks and feelings among the people in your Plowshare series? I doubt it.
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A somewhat rhetorical question: How much longer before a human is no longer needed behind the viewfinder or playing with the menus and sliders in photoshop or lightroom? If you think this is a silly question then check this out:

 

Research Blog: Using Deep Learning to Create Professional-Level Photographs

As for me I will always prefer a human produced photographic image, always.

I never say always:)

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I don't think, we can design a machine to create feelings or emotions as yet, but as Fred said, and Alan rightly pointed out, we can make a machine mimic or simulate the effect of such emotions in pictures. How will then a machine produce that special picture out of many similar ones. The answer is in numbers, and selection. Many photos can be composed covering a specific mood such as happiness (which a machine can do efficiently), and that increases the possibility of creating a special picture. Photography after all is a product of skill, serendipity and creativity. While a human director can provide the creativity, the machine can bring in the skill, and the serendipity can be in numbers and permutations. Together, it has the potential to create something special that we can connect to.
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If art truly comes from the soul, how could a soulless object create art?

Since I think art can be made by machines, obviously i think it doesn't take a soul to make art. As an aside, I think the idea of soul is a made up fantasy, so having one is not necessary for anything.

Could a computer catch the looks and feelings among the people in your Plowshare series? I doubt it.

Yes! If I set up several nanny cams, it would catch plenty of what I catch. I will do it with more economy because I'll intuit when to turn my camera on to capture a good moment. The nanny cam will capture many wasted as well as good moments. Then we just program some signs for the computer attached to the nanny cam to look for in making its selection. When photographing at Plowshare I'm not often on the lookout for feelings so much as I am looking for signs of feeling. When I see one person reach out a hand toward another, I trip the shutter because that's a sign. There are plenty of times lots of feeling is present but I don't get a good picture because I haven't captured a sign of it. All photographers experience that. So, no, I don't believe we capture feelings by camera. I believe we capture signs and symbols of feelings and I believe a machine could be programmed to do that.

 

While there are certain dangers in the power that machines can have, one possible benefit is in getting humans to have a little more humility. As we've evolved, we've become more humbled by how we view ourselves relative to a much more powerful environment and by how we see ourselves in relation to animals. Machines have already been a big step in how we see ourselves and that will likely increase as we build more and more sophisticated ones.

 

Humans like thinking they have all the control, though they've come up with the idea of God as a foil to all that human power. But certainly our shifting sense of power over the environment and animals has humbled us a bit, which I think is a good thing. I welcome at least that aspect of machines, though it works both ways because we can be proud that we've created such incredibly powerful tools while being humbled by what they can do better than we can, such as making quick calculations.

 

That a machine can create art doesn't lessen human art-making any more than a machine's ability to calculate has lessened our respect for people who can calculate what they need to calculate in order to make machines that can calculate. My art-making isn't threatened by other people who also make art. As a matter of fact, knowing other people make art enhances my own endeavors in that field. I'm not threatened by machines doing it either.

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Whether or not the concept of a soul is a fantasy seems irrelevant given the real world effects it has had and will continue to have in the shaping of mankind's history and future.

Huh? What I said was that, because I think souls don't exist, I don't think machines have one. And I don't think souls are necessary to make art. I didn't say the CONCEPT or FANTASY of souls would be irrelevant to art. I said HAVING ONE is. I don't think Mad Hatters exist, but obviously the concept of Mad Hatters is important to understanding some art and that same concept could help enrich future art. All that has nothing to do with an art-maker having a soul, which was Alan's suggestion.

 

I don't think art makers have souls, though some effectively use and understand the concept and fantasy of souls.

 

Whether souls are fantasy has a lot to do with whether artists have to HAVE them to make art, regardless of whether they can think about, have faith in, or use the concept of them in making art.

Edited by Norma Desmond
We didn't need dialogue. We had faces!
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The expression of feeling and emotion in art can't rely only on knowing how to use symbols and signs effectively. What will make certain art more authentic and less machine like has alot to do with the lived experience of whatever it is that is being expressed.

I think Picasso addresses this . . .

Every child is an artist. The problem is how to remain an artist once we grow up."

There's something about lived experience that often works against art. We see so many artists whose earlier work is more significant than their later work, and I think the innocence and experimentation present in those with less experience plays a role. I think there's something new, fresh, and experimental about machine-generated art that isn't dismissible but is, rather, exciting.

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I don't necessarily think Mozart at age 5 "knew" how to use musical symbols and signs effectively. I think he had an innate or given sense of it. In an important sense, Mozart was probably more like a music-making machine than he was like most other humans. I say that as a compliment and don't think it detracts from his own humanity. It's a description of it.
We didn't need dialogue. We had faces!
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The point is that art that's being drawn from the artist's own experience and emotions is different than art that's made by simply checking off all the right boxes (by a machine or human) in order to convey emotion.

 

Phil, I think you're making it too complicated.

 

Machines follow the rules. Artists don't (have to).

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It's clear from the article that this AI is processing photos taken by people, based on some norms it's "learned" from a dataset of photos taken by people, deemed by people to have a statistically "correct" internal computer representation. Granted that this is cooler than just applying auto-levels, and I'm sure eventually we'll have cameras with those kind of smarts for the benefit of interfaces (aka people) without their own taste, but that's a long ways off from a machine that knows what a photograph is, much less wants to take one. Do not forget in these AI scenarios that machines don't want to take photos, or cure cancer, or enslave mankind. Machines don't know anything and therefore are interested in nothing. Not even to be powered on. In that sense the most powerful supercomputer is not even as smart as an amoeba, which at least knows what it likes. Maybe you can attach a smart camera to a roomba to take pictures "autonomously", but they'll only be good pictures by accident, and then only because a sentient human being said they're good. Is this technology smarter than artfully dropping your camera on its shutter? Yeah, but not essentially. Edited by leo_papandreou|1
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Do not forget in these AI scenarios that machines don't want to take photos, or cure cancer, or enslave mankind. Machines don't know anything and therefore are interested in nothing. Not even to be powered on.

Some of the reasons that the results will be so fascinating and open up new possibilities for art.

. . . but they'll only be good pictures by accident.

Photographers are often thrilled by accidents that happen when they're taking pics. Couldn't machine accidents be thrilling, too?

Is this technology smarter than artfully dropping your camera on its shutter?

The camera you artfully drop hasn't been extensively programmed to act in certain ways when dropped. Presumably, an AI camera would be carefully and thoroughly programmed. We can call that "smarter" or not, but it's definitely something!

We didn't need dialogue. We had faces!
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I didn't want to start a side discussion about God by mentioning soul. So let me change my sentence and say that art comes from the heart and from human feeling and cameras as well as computers have no feelings, no heart. Even if you could input a kind of artistic intelligence into a computer, it would be a program by one person or group of people who programmed the computer to their way of seeing. It would be their art, used over and over again in the same way. What if they're great programmers but lousy photographers? Lousy artists"?

 

Which raises another point. Do we want to live in a world where there would be art but no artists? How sterile. In spite of Photoshop, or maybe because of it, we have millions of people who can try to express themselves even if their art is liked only by their mothers. I think we have a need to express our feelings and our sense of aesthetics. "Nice photograph, son."

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