[HN Gopher] How a Stable Diffusion prompt changes its output for...
       ___________________________________________________________________
        
       How a Stable Diffusion prompt changes its output for the style of
       1500 artists
        
       Author : politelemon
       Score  : 239 points
       Date   : 2022-10-02 12:30 UTC (10 hours ago)
        
 (HTM) web link (gorgeous.adityashankar.xyz)
 (TXT) w3m dump (gorgeous.adityashankar.xyz)
        
       | jerpint wrote:
       | I wonder how constant everything else is kept, e.g. The seed.
       | It's interesting that all the poses seem to align
        
         | mjamesaustin wrote:
         | I noticed that too! I'm guessing they used the same seeds,
         | which does a great job of providing a comparison in style.
        
         | wccrawford wrote:
         | Yeah, they use the same seed, which is used to generate random
         | color pixels. Then they algorithm takes it from there.
        
       | EVa5I7bHFq9mnYK wrote:
       | Interesting, how with billions of nodes and supposed
       | "intelligence", the network hasn't been able to deduce a simple
       | concept of symmetry in human faces. All of the eyes and all of
       | the lips in all of the pictures are asymmetrical, which easily
       | gives AI generated images away.
        
         | pmoriarty wrote:
         | Midjourney is way better than this, though it too can produces
         | some weird results... but at its best it's absolutely
         | indistinguishable from photographs or art made by humans.
        
         | chaxor wrote:
         | Many of the artists in this list specifically _try_ not* to
         | have this symmetry present in the faces. It's what makes many
         | styles of art separate from just taking a photo or simply going
         | outside.
         | 
         | The system used here is actually astoundingly good at producing
         | many artists styles _because_ it 's not going for symmetry.
        
         | MengerSponge wrote:
         | It feels like they really only track local continuity without
         | any meaningful knowledge. Hands are wonky and wrong in ways
         | that don't look like any drawing I've ever seen. Horses with
         | five or six legs.
         | 
         | Humans also have a hilariously hard time drawing bicycles, but
         | at least we pretty much always nail the number of appendages.
        
         | capableweb wrote:
         | "Facial symmetry === beauty" is not that old of a scientific
         | concept, relatively new if you compared to how long humanity
         | has existed before someone started to really study it.
         | 
         | And even so, too symmetrical faces will look just as un-human
         | as a face that is too asymmetric. You need a face that is just
         | the right amount of symmetrical in order for it to actually
         | look good.
         | 
         | I think you make it sounds simpler than what it is.
         | 
         | It's also not a model that is trained to make as realistic
         | people as possible, it's trained on a lot of different things,
         | so obviously it won't excel at making realistic people. But one
         | can easily imagine that some future models will be heavily
         | trained on making realistic people rather than semi-realistic
         | _everything_ , like Stable Diffusion is trained to do today.
        
       | pessimizer wrote:
       | From an artist to a brand identity.
        
       | pain2022 wrote:
        
         | ShamelessC wrote:
         | > What is this list?! No Picasso, Renoir or Vrubel present
         | 
         | Comments like this are why people think HN is nothing but a
         | place to receive a shallow dismissal of your efforts.
         | 
         | It's a list. Make your own.
        
           | jazzyjackson wrote:
           | > Comments like this are why people think HN is nothing but a
           | place to receive a shallow dismissal of your efforts.
           | 
           | whatever
        
             | ShamelessC wrote:
             | What is this?! One word comments?!
        
               | the_only_law wrote:
               | Yes, it's been like this for a while.
        
           | kwertyoowiyop wrote:
           | "Be the change you want to see in the world" has kept me from
           | posting many unhelpful comments.
        
       | EGreg wrote:
       | How can we set up Stable Diffusion on our own Linux servers, so
       | we can generate NFTs or whatever?
        
       | layer8 wrote:
       | The result for H. R. Giger didn't quite live up to my
       | expectations.
        
       | krumbie wrote:
       | What's kind of crazy is how the images tend to have similarities
       | in small features that become very apparent when flipping back
       | and forth between images, but which are not obvious per se.
       | 
       | For example, I flipped back and forth between Beatrix Potter and
       | Paulus Potter. A rounded white bonnet in one picture becomes a
       | couple of blossoms in the other. The roof of a house becomes some
       | shadowy wall with plants in the other. Two flower pots are very
       | similar, just with slightly different coloring.
       | 
       | It makes it more apparent that the algorithm etches the images
       | out of noise, and if the seed is the same for two images with
       | different prompts, you're likely to see traces of that noise
       | represented differently but recognizable in both images.
        
         | djmips wrote:
         | So interesting, and really seems somehow related to how we
         | dream, hallucinate.. or even experience reality?
        
           | kache_ wrote:
           | from "is your blue my blue" to "is the AI's blue our blue" :)
        
           | deltasevennine wrote:
           | Arguably it could be different from our experience. It could
           | even be a superior and more efficient methodology then the
           | things our brain uses to imagine things.
        
         | daveguy wrote:
         | The positioning seems very consistent, almost to the point
         | where I wonder if that was part of the selection process to
         | demonstrate the differences in style. There are only four per
         | style, where the position of a subject could be a selection
         | factor. Hard to tell if the position similarities are driven by
         | the Stable Diffusion model or by the selection of
         | representative images.
        
           | olejorgenb wrote:
           | Maybe it's based on img2img? Some are different enough that
           | it's not obvious that's the way it has been done though.
        
             | adityashankar wrote:
             | Hey, I'm the developer of this project, no this is not
             | based on img2img all the images just have the same seed
        
               | michael-ax wrote:
               | incredible job! i was just showing my own experiments
               | with sd to a friend and this just take the cake. thank
               | you so much for mixing in that artist list!!
        
           | tough wrote:
           | The composition and positioning come from the original seed.
           | If the same seed is used, the same background image noise is
           | applied for the initial image which is transformed into all
           | the styles.
           | 
           | Thus the similarities you see would make sense if using also
           | the same seed for the tests.
        
         | [deleted]
        
       | norwalkbear wrote:
       | Truly impressive, though it gives me some great fear for all the
       | people whose career is art. This will likely take the pareto to a
       | new height instead of 20/80 maybe even 1/99
        
         | SergeAx wrote:
         | Just read the "Profession" by Isaak Azimov :)
        
         | yaddaor wrote:
         | Art is rarely about the product. Some color on a canvas has
         | been traded for millions, while anyone could just have dropped
         | a bucket of paint to create a similar result.
        
         | otabdeveloper4 wrote:
         | After checking some 19th century artists I see it failed hard.
         | All of the responses look the same, there isn't enough data in
         | the training set to differentiate actual styles beyond "vaguely
         | realistic".
        
         | yieldcrv wrote:
         | Their career isn't art anymore.
         | 
         | Just in case anyone needed to see this spelled out.
         | 
         | The people making fliers have been replaced by AI prompting
         | overnight.
         | 
         | The people doing contemporary fine art with their audience are
         | unaffected.
        
           | krisoft wrote:
           | > The people making fliers have been replaced by AI prompting
           | overnight.
           | 
           | Hmm, no? Do go and try to make a flyer with any of the AI
           | generators. I'm not saying it can't happen one day, but the
           | current tech is not there.
        
             | pessimizer wrote:
             | Flyers are an extremely low bar that AI sails over.
        
               | [deleted]
        
               | theelous3 wrote:
               | show an example?
        
               | pessimizer wrote:
               | I used to draw the flyers when my band played shows.
               | People still went to the shows. If had iterated a few
               | times with one of these models to draw the thing that I
               | wanted to draw rather than deluding myself, and spent 5
               | minutes polishing it in photoshop, the product would have
               | been orders of magnitude better imo.
        
               | theelous3 wrote:
               | So when you say flyers, you're talking about the kind of
               | flyer zero people are employed to make. We're talking
               | about paid artists here.
        
             | yieldcrv wrote:
             | Its a post about how artists monetize.
             | 
             | That group will never be selling their own work as
             | contemporary fine art but want that prestige, and the one
             | way they had to make table scraps with that skillset is now
             | gone.
             | 
             | A different person is doing their own flyer art with AI and
             | adding words around it themselves, as evidence by my last
             | months worth of fliers that have reached me. Promotion
             | companies have always been up on trendy tools for
             | differentiation.
        
           | fassssst wrote:
           | A lot of designers are artists that needed an income. Design
           | jobs will likely be dramatically impacted by this.
        
           | [deleted]
        
           | seanwilson wrote:
           | > The people making fliers have been replaced by AI prompting
           | overnight.
           | 
           | I haven't seen good examples of that yet but I'm curious how
           | push-button you can make this. Flyers, web design and UI
           | design require the copy, layout, information hierarchy,
           | colours, illustrations, branding etc. to be cohesive so it's
           | a different problem space with way more constraints compared
           | to generating a single image.
           | 
           | If getting the final design requires a lot of rounds of
           | prompting and tweaks, busy people are going to outsource this
           | still (in the hope the prompting and feedback needed to the
           | person doing the work will be less).
        
           | theelous3 wrote:
           | this seems exactly backwards
           | 
           | SD isn't outputting clean graphic designs with sensible
           | content
           | 
           | And haven't there already been people winning contemporary
           | fine art contests with SD? lol
           | 
           | https://www.reddit.com/r/StableDiffusion/comments/x2n0r1/aig.
           | ..
        
           | marginalia_nu wrote:
           | > The people doing contemporary fine art with their audience
           | are unaffected.
           | 
           | It's not a particularly well hidden secret that the
           | contemporary fine art is really not about the art or the
           | artist.
           | 
           | https://www.youtube.com/watch?v=ZZ3F3zWiEmc
        
       | sva_ wrote:
       | The Jackson Pollock one amuses me. He didn't really draw such
       | symbolic pictures afaik, so applying the style makes little
       | sense.
        
       | antman wrote:
       | Nice, list could be sorted though
        
         | j5155 wrote:
         | It's sorted by last name
        
       | biztos wrote:
       | I've been idly working on a similar list but with a much more
       | basic prompt.
       | 
       | The results vary wildly, even run by run, but I might put them in
       | a few buckets:
       | 
       | 1. Similar enough that someone who doesn't know much about art
       | could be fooled
       | 
       | 2. Amateur knockoff but recognizable style
       | 
       | 3. Influence is there if you know what to look for
       | 
       | 4. Artist probably not in the training data at all
       | 
       | The last one kinda surprised me, for artists whose work is online
       | and who have unusual names. I would have thought those cases
       | would be really good. Maybe they ran out of disk space with all
       | the porn?
       | 
       | Also interesting that it gets much closer for figurative painters
       | than for abstract painters.
        
       | akie wrote:
       | It would be _so_ much better to just have all of these 1500
       | pictures next to each other in a list with the artist 's name
       | under it.
        
         | [deleted]
        
         | wilg wrote:
         | I think the idea is for the comparison to remain spatially
         | consistent because that's what it's trying to highlight!
        
         | amelius wrote:
         | Including a few real sample pictures from the artist, or a link
         | to a google image search of the artist name, so you can check
         | if the generated style matches.
        
         | ralfd wrote:
         | YES! I got mildly irritated using that clunky list.
        
         | gvv wrote:
         | Indeed, what I ended up doing was Inspect Element > Search the
         | name I want > Add the "selected" attribute to the option.
        
         | FiReaNG3L wrote:
         | Or at the very least with the list of artists alphabetically
         | sorted!
        
           | kjeetgill wrote:
           | They're sorted by last name, it took me a second too! I just
           | wish I knew more of them.
        
             | ido wrote:
             | Sorted by last name but listed by first name means you can
             | start typing the artist's name and get to the right place
             | in the list...
        
               | Kerbonut wrote:
               | You can do it anyway assuming they used a moment js
               | framework and took 2 seconds to configure the list order
               | and search order
        
             | klyrs wrote:
             | Most of the names are sorted! Scroll to the very end...
        
       | theiz wrote:
       | Wish there was some AI tool that could do some proper ligne
       | Claire. It seems to be quite impossible. Oh, as is Escher, but I
       | do understand that one.
        
       | bee_rider wrote:
       | It is sort of funny/interesting -- I only tried a few, but famous
       | anime or manga artists (try "Junji Ito" or "Hayao Miyazaki") seem
       | to have at least one picture that is clearly the result of the
       | algorithm picking up on their fans' art.
        
       | amelius wrote:
       | This website should include a google-image-search link to the
       | artist, so you can compare the styles more easily.
        
       | logisticpeach wrote:
       | Hate to say it but when i see stuff like this it only reminds me
       | of what we could have achieved if this ingenuity had been applied
       | in another domain.
       | 
       | Can't help feeling that this accidentally harms creative types
       | and risks swamping us with visual junk.
       | 
       | The technical achievment is astounding but no-one would seriously
       | claim that crafting an image via a short prompt is creative
       | except in the most cursory way.
       | 
       | I'm probably missing some life changing use-case, but apeing art
       | in random styles can't be it.
        
         | educaysean wrote:
         | I'm of the opposite opinion. AI assisted art is simply the
         | natural next chapter for "art" as a whole. It will finally
         | kickstart the public discourse about what being an artist means
         | in the perspective of artistic vision vs execution.
         | 
         | Most artists spend their lives not refining their brush stroke,
         | but rather their eyes. The way I see it, the impact of curation
         | and artistic direction will matter more and more in the future.
        
           | intelVISA wrote:
           | As with programming, an AI model cannot replace the key parts
           | but can help automate the monotony.
           | 
           | For me it's exciting to use as placeholder art and then have
           | a 'real' artist review it.
        
         | victor9000 wrote:
         | Well, robots have been better than humans at playing chess for
         | decades now, and we still have chess players.
        
         | capitalsigma wrote:
         | I don't know why everyone assumes that ML researchers have some
         | big map of the future where they can make decisions like "yeah,
         | let's choose this branch over here, where AI gets good at
         | generating art first, rather than that other one where it cures
         | cancer a decade earlier." The breakthroughs come where they
         | come, and no one knows where some model architecture will have
         | an application in the future.
        
         | bawolff wrote:
         | > only reminds me of what we could have achieved if this
         | ingenuity had been applied in another domain.
         | 
         | I hate arguments like this. Even ignoring how dismisive it is
         | of the achievement at hand, why would you assume ingenuity is
         | transferable like that? Someone who makes a breakthrough in
         | physics is by no means likely to have made an equivalently
         | ground breaking advance in biology if they had decided to study
         | that field instead.
        
           | logisticpeach wrote:
           | Aside from the fact that I explicitly praised the achievment,
           | my point actually relies on said appreciation.
           | 
           | I guess my musing was hypothetical but I was careless in
           | communicating that. I get that we can't centrally plan
           | innovation or human effort - and I certainly wouldn't want to
           | live in a society where this was the case.
        
         | nopenopenopeno wrote:
         | I am a filmmaker and most films are essentially crafted this
         | way. Beyond hiring and securing resources, directors
         | essentially create by communicating ideas in short prompts
         | because there isn't enough time to do anything more.
         | 
         | I could absolutely see an AI model doing the job of an entire
         | film crew. I have issues with this, but only with respect to
         | the longer term aggregate affects on culture in the broad
         | sense. I cannot honestly believe that much would be lost from
         | the perspective of one project or another.
        
         | kchod wrote:
         | I would look at it as more of "allowing normal people access to
         | unbefore-dreamed-of levels of draftsmanship" vs some comment on
         | capital-A Art. It allows non-artists to express themselves
         | visually.
         | 
         | I'm biased: I've been working on an image generation app. But
         | the beta users I've had so far will generate fifty or a hundred
         | images in a day. That isn't a use case traditional artists
         | support.
        
         | soulofmischief wrote:
         | People said this about cameras. About digital cameras. About
         | digital photo editing software. The next generation will
         | normalize these tools and find incredible ways to be creative
         | within their new cutting edge medium.
         | 
         | The post-art world is here! Just think about how history books
         | will remember this period! The styles that will be borne of
         | necessity, of the need to break down art and find what makes it
         | tick.
        
           | LeoPanthera wrote:
           | > People said this about cameras. About digital cameras.
           | About digital photo editing software.
           | 
           | Did they? Because I don't think they did. I think most people
           | were amazed by all these technologies.
        
             | wpietri wrote:
             | Both reactions always happen. With basically anything new,
             | people will select some points via happenstance or bias,
             | draw one of a few basic trend lines [1], and give a hot
             | take. Because they generally think only about first-order
             | effects and don't imagine other things that could happen,
             | the hot takes are often of the utopia/dystopia variety.
             | 
             | These hot takes generally tell you more about the opiner
             | (or the audience they're playing to) than the reality to
             | come. It turns out it's hard to model en entire universe
             | using 3 pounds of meat.
             | 
             | [1] Heinlein listed some of them way back in 1952: https://
             | archive.org/details/galaxymagazine-1952-02/page/n19/...
        
             | derac wrote:
             | https://daily.jstor.org/when-photography-was-not-art/
             | 
             | Research beats idle speculation.
             | 
             | Google "photography skeptics early history"
        
             | p1esk wrote:
             | Most people haven't heard about recent advancements in
             | image generation. When they do, I expect they will be
             | amazed.
        
               | logisticpeach wrote:
               | True, but then we've essentialy had limitless image
               | generation capabilities since we've had the tools to make
               | marks. I guess this is faster, and in other ways it
               | offers promising new opportinities for people who can't /
               | don't want to learn to create stuff directly.
               | 
               | Others are interpreting my original comment as "this is
               | not art", but I'm not really trying to make that
               | argument. Art is entirely subjective and i don't presume
               | to define what is or isn't art.
               | 
               | I guess my point is more specifically "what itch does
               | this scratch"?
               | 
               | It's really cool, and that may well be the answer tbh.
        
           | pmoriarty wrote:
           | _" People said this about cameras. About digital cameras.
           | About digital photo editing software."_
           | 
           | Also about desktop publishing.
           | 
           | Remember all the printers (ie. people working in the printing
           | industry operating printing machines) that were put out of a
           | job when you could just buy a (electronic) printer for your
           | home computer and just print whatever you wanted yourself?
           | 
           | People were wringing their hands about that too back then...
           | now we take it for granted that we can instantly print
           | whatever we want whenever we want, without having to pay an
           | expensive professional to do it for us (something most people
           | couldn't afford).
           | 
           | Has it resulted in more junk being printed? Absolutely. But
           | it also let people print all sorts of fantastic not to
           | mention useful things that would almost never have seen the
           | light of day without cheap and easy access to home printers.
           | 
           | The xerox copier was similarly revolutionary... as was the
           | printing press itself, which put a lot of scribes out of
           | business.
           | 
           | Photoshop put a lot of airbrush artists out of business, and
           | who does copy and paste with physical glue and paper anymore?
           | 
           | As with photography, printers, copiers and photoshop, artists
           | who embrace this technology will be able to use it to enhance
           | their creativity and speed up their creative process.
           | 
           | There'll be a lot more competition, a lot more junk but also
           | a lot more fantastic art that we can't even dream of yet.
        
           | etrautmann wrote:
           | Yep, I see this as a start, and very curious to see the ways
           | in which it'll get used with a human in the loop, and also
           | the ways human artists will be pushed to creat art that's out
           | of distribution for these models.
        
         | pizza wrote:
         | > reminds me of what we could have achieved if this ingenuity
         | had been applied in another domain
         | 
         | It will; I think the reason we're seeing diffusion models
         | applied to image generation first, is that it's a task that
         | meshes well with the models. But also in general I think people
         | will still be guided by the principle "use the right tool for
         | the job" - this is just another tool. I doubt that the set of
         | paths toward realization for any given needed creative imagery
         | collapses to just "use a model"
        
         | _zoltan_ wrote:
         | what other domain would you suggest which requires roughly the
         | same skill set?
        
           | Wistar wrote:
           | Music composition?
        
       | whywhywhywhy wrote:
       | UI should allow you to choose from the images and get the artist
       | name.
        
       | boplicity wrote:
       | The concept of "derivative work" is pretty important in copyright
       | law. I wonder if anyone has thoughts on this, in terms of this
       | type of project. Should there be legal implications to this?
       | 
       | I know someone -- a completely unknown artist -- who used to make
       | a fair portion of their living by drawing D&D characters for
       | people. Unfortunately, orders slowed down, because someone can
       | input one of his images into software like this, and generate
       | endless variations in the same style. Should this be allowed?
       | 
       | Are images created "in the style of" a certain artist completely
       | dependent on images created by that artist? If so, should that
       | artist be compensated? Why or why not?
        
         | pmoriarty wrote:
         | _" Should there be legal implications to this? ... Should this
         | be allowed?"_
         | 
         | Even if there are laws against it, the cat's out of the bag.
         | 
         | There's no stopping billions of people all over the world
         | making derivative works at the push of a button.
        
           | amelius wrote:
           | > the cat's out of the bag.
           | 
           | Yeah, just wait until Disney characters get copied and mixed.
           | 
           | I wouldn't be surprised if their lawyers are preparing to
           | change copyright law ... again ...
        
       | robbles wrote:
       | Interesting that it seems to have no concept of the filmmakers
       | they tried to include here - Tim Burton and Walt Disney didn't
       | produce anything recognizable and look to me like the default
       | stuff you get without providing a style.
        
         | yieldcrv wrote:
         | We need to solve more captchas
        
       | sexangel wrote:
        
       | egypturnash wrote:
       | How a Stable Diffusion prompt makes working artists sad and
       | grumpy about huge abuses of "fair use" in 1500 ways.
        
       | llanowarelves wrote:
       | Fix the list: Hunter Biden is missing
        
       | dr_dshiv wrote:
       | I sure would love to see this systematically improved.
       | 
       | Angel Adams, for instance, clearly wasn't too present in the
       | dataset.
        
       | ttoinou wrote:
       | How come the faces features and body parts are almost always at
       | the same place on the image ?
        
         | Anunayj wrote:
         | I suspect they're used the same seed for every iteration, which
         | is great cause it shows the same context in different styles.
        
         | tener wrote:
         | Likely generated from the same random seed.
        
       | nopenopenopeno wrote:
       | David Hockney was a big disappointment.
       | 
       | Edward Hopper was pretty impressive.
        
       | alexmolas wrote:
       | Nice experiment! I would only change two things: (1) sort the
       | artists in alphabetical order, and (2) allow users to write the
       | name of the artist and show if it's in the list.
       | 
       | I'm saying that because it's a little bit tedious to search for
       | the artist you're looking for.
       | 
       | A part from that, I find the idea super-interesting :)
        
         | MattPalmer1086 wrote:
         | They are in alphabetical order, but by last name. Took me a
         | while to see that though.
        
           | layer8 wrote:
           | Only up to a point, it consists of at least three
           | concatenated separately sorted lists (the first one being the
           | largest by far).
        
           | ghusbands wrote:
           | Though with names like "de Hooch" under "d" and names like
           | "van Gogh" under "v".
        
         | sva_ wrote:
         | You can also just focus the select element and enter the full
         | name to make it jump to the right name. But a real input would
         | be better.
        
       | LegitShady wrote:
       | Honestly I don't think its very good at emulating style. It picks
       | up some things but often times misses the heart of the matter.
       | 
       | Did some spot checking with some of my favorite artists.
       | Rockwell's paintings are all about storytelling, clearly not
       | present in the work. Their emulation for frazetta doesn't look
       | like frazetta's work at all. HR Giger emulation is a joke. David
       | finch at least gets a penciler's style but misses the use of
       | solid blacks and dynamic posing. Frank Miller doesn't look like
       | miller's work at all. etc etc etc
       | 
       | This list goes on and on. Personally while I understand using the
       | 'in the style of' as a way to change the image results, I think
       | in many many cases the results just don't look like the art of
       | that artist.
        
       | wcedmisten wrote:
       | Very cool! I recently made a game kind of like AI "pictionary"
       | where the user has to guess the "artist", subject, and
       | description of a piece of art generated by stable diffusion:
       | 
       | https://wcedmisten.fyi/project/paintingGuesser/
       | 
       | I tried to make something more general, but stable diffusion is
       | fairly inconsistent in how well the output matches the semantics
       | of the input.
        
         | shawnz wrote:
         | This could be a good candidate for a wordle-style scoring
         | system
        
           | MarcoZavala wrote:
        
         | ForRealsies wrote:
        
         | matthewfcarlson wrote:
         | This is really awesome
        
       | [deleted]
        
       | seydor wrote:
       | I wonder who is analyzing the weights of the model. At what level
       | is the dimension of "artist name" represented, what is above it
       | and what is below ?
        
       | hecanjog wrote:
       | Funny that the Bob Ross version just makes them look like Bob
       | Ross. Maybe there are more pictures of Bob Ross in the training
       | set than his actual paintings.
        
         | chris_overseas wrote:
         | The same thing happens for Vincent van Gogh, and presumably
         | others too.
        
           | pessimizer wrote:
           | A good measure for whether you're more of a celebrity or an
           | artist is how much of your face a google-image trained AI
           | thinks belongs in your work.
        
             | pmoriarty wrote:
             | _> A good measure for whether you 're more of a celebrity
             | or an artist is how much of your face a google-image
             | trained AI thinks belongs in your work._
             | 
             | That this happens at all is evidence that the training data
             | hasn't been curated, cleaned, or labeled well enough.
        
             | malikNF wrote:
             | Well what if the artist has a popular self portrait?
        
               | pessimizer wrote:
               | Smoke comes out of the computer, and Captain Kirk notches
               | another victory for humanity.
        
               | kjeetgill wrote:
               | Frida Kahlo comes to mind.
        
               | pmoriarty wrote:
               | She's a rare exception in that she's mostly known for her
               | self-portraits. Most other famous artists are mostly
               | known for other things.
               | 
               | Again, if the training data was labeled well enough,
               | confusion about this sort of thing shouldn't happen.
        
           | joosters wrote:
           | Not a problem with the Banksy images!
        
       | SergeAx wrote:
       | Bosch is marvelous. Mucha and Monet are good. Michelangelo tries
       | to be more like his sculptures. Not sure about Walt Disney and
       | Roy Lichtenstein, and Rembrandt version is especially ugly. Maybe
       | it will worth to get rid of "van Rijn" in that sample.
       | 
       | Overall: the impression is better with author's popularity. I
       | think if we train the model only with well-tagged filtered
       | dataset - results may be much better, but we effectively will get
       | a 5-year old Prizm app.
        
       | smilespray wrote:
       | Features John Wayne Gacy...
        
       | jhbadger wrote:
       | What frustrates me about Stable Diffusion is there doesn't seem
       | to be any documentation as to what artists or vocabulary it
       | understands. Generally people say "look at existing prompts or
       | use various prompt generators" but that doesn't really solve the
       | problem. I don't want to just look at what other people have
       | randomly discovered; I want to know what the program really
       | knows.
        
         | novok wrote:
         | You can by searching the training image set and their text tags
         | essentially.
         | 
         | https://laion-aesthetic.datasette.io/laion-aesthetic-6pls/im...
        
         | dopidopHN wrote:
         | Honest question, would a solid understanding of the open
         | training data help?
         | 
         | Having the art vocabulary down as well.
         | 
         | In effect, knowing what is present and how it's tagged so you
         | can << invoke >> it more readily in the prompt-result.
         | 
         | Maybe I'm out of my depth. I know the corpus of tagged image
         | used for training is enormous ... but I still think that would
         | help the user ( a prompt-crafter )
        
         | [deleted]
        
         | pwinnski wrote:
         | It's the nature of ML models--nobody is 100% sure what it
         | understands until they try something and get results.
         | 
         | It was given a _lot_ of tagged data: 600 million captioned
         | images from LAION-5B. So if you want to know what it _might_
         | support, you could try any one of the captions from those 600
         | million images.
        
           | jhbadger wrote:
           | But why isn't the list of words from those captions available
           | anywhere (at least as far as I can tell)? There may be 600
           | million captions, but the number of unique words would
           | probably be 10 or 20 thousand at most, completely feasible to
           | browse or grep.
        
             | spijdar wrote:
             | I don't think the underlying model is word based, but
             | character based. You could download the caption data for
             | LAION and grep that, but it's not strictly 1:1 with what SD
             | was trained against.
        
             | thedorkknight wrote:
             | I haven't downloaded the database myself, but I imagine if
             | you did it wouldn't be too hard to get that data. Looks
             | like you can get the torrent here
             | https://laion.ai/blog/laion-400-open-dataset/
        
             | bawolff wrote:
             | Its kind of a weird complaint. If i am having a
             | conversation with someone, i wouldn't be concerned about
             | knowing the set of all possible nouns.
        
         | spijdar wrote:
         | The simple answer is that there is no clean cut list of artists
         | that it "understands". The model has no explicitly programmed
         | concept of artist or style -- just the CLIP based text encoding
         | used to train the conditional autoencoding part of the denoiser
         | network, trained on (AFAIK) caption data recorded with the
         | image.
         | 
         | So in practice asking for art "in the style of <x>" is sort of
         | limiting the denoiser to statistical pathways resembling other
         | images captioned "in the style of <x>". At least, that's my
         | understanding. Still trying to grok ML and diffusion models.
        
           | astrange wrote:
           | You can create (or discover) explicit vocabulary in the model
           | using "textual inversion", or train more into it using fine
           | tuning.
        
         | smoldesu wrote:
         | You can't really debug an AI. The dimensions of it's
         | understanding are quite literally beyond human interpretation,
         | which makes it both smarter/more efficient than humans while
         | also extremely dumb and context-unaware. Most of our attempts
         | at adding a 'memory' to AI has been a hack thus far, which is
         | why all of these prompts consist of people force-feeding word
         | salad down the AI's throat for generally reproducible results.
        
           | the8472 wrote:
           | They're debuggable, with effort. Here's the finance neuron in
           | CLIP: https://microscope.openai.com/models/contrastive_4x/ima
           | ge_bl...
        
           | sdenton4 wrote:
           | For memory, check out:
           | 
           | 1) Retro, which is essentially attention over large
           | databases, and fast as hell.
           | 
           | 2) S4 Layers, explicitly designed for handling long
           | dependencies.
           | 
           | These are orthogonal approaches to memory, and both very
           | effective at what they do.
        
         | otabdeveloper4 wrote:
         | "It" doesn't understand anything.
         | 
         | It's just a very advanced madlibs engine based on a database of
         | a billion of already known images.
        
           | bawolff wrote:
           | Some people would probably argue that humans are essentially
           | the same.
        
             | krapp wrote:
             | Whatever else this emergent "creative AI" phenomenon may or
             | may not do, it's definitely touching nerves in people who
             | still believe there's something ineffable and transcendent
             | about the creative experience.
        
       | kvetching wrote:
       | We are going to need a new patent system.
        
         | jenny91 wrote:
         | Patents have nothing to do with protecting art: they are
         | supposed to protect inventions.
        
       | [deleted]
        
       | vtuulos wrote:
       | If you want to experiment with something similar by yourself and
       | you don't have the patience to wait for Stable Diffusion to
       | crunch through thousands of images on your laptop or in a Colab
       | notebook, here's how you can parallelize processing relatively
       | easily on AWS Batch or Kubernetes:
       | https://outerbounds.com/blog/parallelizing-stable-diffusion-...
        
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