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A couple months back, Microsoft introduced a ‘Custom Vision’ program to the public, which allowed anybody to design their own AI way easier than before. And with almost limitless potential, Geoff Boeing has decided to use the tech to create a City Describer.

This personal project by a Ph.D. candidate in City and Regional Planning at the University of California, Berkeley, is basically an AI-architecture curator that can describe photos of cities. Now it has been turned into a Twitter channel where Geoff shows off the best and worst guesses by the AI, with the latter ones being especially hilarious.

Boeing uses images from Reddit’s ‘CityPorn’ community and feeds them to the program which, at least in theory, should learn and adapt to make more accurate guesses in the future.

More info: City Describer (h/t: designtaxi)

#1

Microsoft’s Ai Fails At Captioning Picturesque Cityscapes To Hilarious Effect

CityDescriber Report

John Doe
Community Member
8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

go home AI, you're drunk

Tullzter
Community Member
8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

correct, we can't see it but it's there somewhere

Robert Bailey
Community Member
8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

Wait, who hangs traffic lights on trees? They have their own poles.

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    #2

    Microsoft’s Ai Fails At Captioning Picturesque Cityscapes To Hilarious Effect

    CityDescriber Report

    John Doe
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    i almost spilled water on my colleague. no more BP today

    Ingrid Tsai
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    View of a cactus??... as in how a cactus sees the world?

    #3

    Microsoft’s Ai Fails At Captioning Picturesque Cityscapes To Hilarious Effect

    CityDescriber Report

    M O'Connell
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    It kind-of reminds me of the original SimCity. Pretend you could have zoomed out.

    Ilya Ditkovskiy
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    I mean... There is a brick wall somewhere in there...

    Beks Czar
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    I would have gone with a circuit board.

    Ghita Loredana
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    It's not that wrong tho. Just wrong perspective

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    #5

    Microsoft’s Ai Fails At Captioning Picturesque Cityscapes To Hilarious Effect

    CityDescriber Report

    M O'Connell
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    Devouring religious officials? That's a little dark... even for Microsoft!

    Sunzilla
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    Well, I'm sure there is on in there somewhere... X-ray vision?

    Alira
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    this AI is evolving into SkyNet...

    David Toh
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    Anyone else seeing the Assassin creed symbol?

    HauntedForests
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    ....... Maybe it's full of food for Titans and Ghouls......

    #6

    Microsoft’s Ai Fails At Captioning Picturesque Cityscapes To Hilarious Effect

    CityDescriber Report

    John Doe
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    old is a relative term though

    HauntedForests
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    The way that the photo is, it's not exactly wrong.

    #7

    Microsoft’s Ai Fails At Captioning Picturesque Cityscapes To Hilarious Effect

    CityDescriber Report

    Var Vas
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    tbh, it does look like a tree

    BREAK YOUr perceptions
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    close enough to view the MINI VERSE!"dun dun duuuun"

    Sunzilla
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    Is that a satellite image of Manhattan before the Dutch invaded?

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    #9

    Microsoft’s Ai Fails At Captioning Picturesque Cityscapes To Hilarious Effect

    CityDescriber Report

    M O'Connell
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    Who knows, maybe this started out as a gigapixel image and they're actually right.

    Ntosh
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    I think Al is tired, now it's like "well I don't care. I will just give you whatever comes to mind, don't care. I am tired of all these random searches, so whatever,here's my answer, deal with it."

    cnx
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    This could be Las Vegas. It's very similar to this, the edge of residential development and the desert.

    PurpleUnicorn
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    I guess that's a national boundary down the middle?

    DE Ray
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    It got confused about what "close up" means, but if you look closely, you can see a person on a bike on the dirt track opposite the blue house.

    #11

    Microsoft’s Ai Fails At Captioning Picturesque Cityscapes To Hilarious Effect

    CityDescriber Report

    #12

    Microsoft’s Ai Fails At Captioning Picturesque Cityscapes To Hilarious Effect

    CityDescriber Report

    Robert Bailey
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    yes, they are inside the buildings.

    earringnut
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    once again, technically correct.

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    #14

    Microsoft’s Ai Fails At Captioning Picturesque Cityscapes To Hilarious Effect

    CityDescriber Report

    earringnut
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    even a human has to admit the short square building does look like a chip of some kind.

    Sunzilla
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    Bloody big circuit board...

    David Jeu
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    Look like the name a pompous artist will give.

    Gen Hughes
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    Why would a circuit board be on a city street?

    #15

    Microsoft’s Ai Fails At Captioning Picturesque Cityscapes To Hilarious Effect

    CityDescriber Report

    Maria Beilschmidt
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    There is a ship mid pic, left hand side in the shadows with the bridge .... so, technically correct

    #16

    Microsoft’s Ai Fails At Captioning Picturesque Cityscapes To Hilarious Effect

    CityDescriber Report

    DE Ray
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    If you listen closely, you can hear them. "I walk along the avenue, I never thought I'd meet a girl like you, oo-oo..."

    Mistrz Varflock
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    "A flock of seagulls next to a body..." Wait, what? "...of water." Ah, ok.

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    #17

    Microsoft’s Ai Fails At Captioning Picturesque Cityscapes To Hilarious Effect

    CityDescriber Report

    M O'Connell
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    Looking at a zoomed long-exposure, I'm surprised it got any of it right.

    just a thought !
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    At least it got the water part right...

    MacacoMonkey
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    Even I as a human have trouble identifying it! Cool pic though.

    Kelly
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    It seems to me it is Marina Bay Sands Hotel in Singapore

    Sunzilla
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    What is this exactly? The warp core of a space ship?

    #19

    Microsoft’s Ai Fails At Captioning Picturesque Cityscapes To Hilarious Effect

    CityDescriber Report

    Echo
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    All I saw were mountains. Like you said the rest is so flat.

    Slosh
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    It's actually the exact opposite. That place is so flat...

    adoracat
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    There's mountains in the FAR distance, so TECHNICALLY...

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    #20

    Microsoft’s Ai Fails At Captioning Picturesque Cityscapes To Hilarious Effect

    CityDescriber Report

    Evie Heaven
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    Looks like it manages to get 1 out of 5 semicorrect.

    Shelp
    Community Member
    5 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    For me, it's a 100% right guess

    #25

    Microsoft’s Ai Fails At Captioning Picturesque Cityscapes To Hilarious Effect

    CityDescriber Report

    Maria Beilschmidt
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    If it had only foregone the erroneous detail...

    Mini Shnauzer
    Community Member
    5 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    It does look like brick if you don't look too closely . . .

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    #26

    Microsoft’s Ai Fails At Captioning Picturesque Cityscapes To Hilarious Effect

    CityDescriber Report

    Shelp
    Community Member
    5 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    How is this not considered a right guess?

    Maria Beilschmidt
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    See. Keep it general and you're more likely to rack up a win.

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    #29

    Microsoft’s Ai Fails At Captioning Picturesque Cityscapes To Hilarious Effect

    CityDescriber Report

    earringnut
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    if that's the space needle then that would be a large body of water with a mountain in the background

    #30

    Microsoft’s Ai Fails At Captioning Picturesque Cityscapes To Hilarious Effect

    CityDescriber Report

    earringnut
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    fog is a large body of water so...

    Bobbi Newell
    Community Member
    8 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    Technically... San Francisco Bay IS there, under all that fog!

    Caitlin Alexander
    Community Member
    6 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    With buildings. In the sky. There might be a body of water?

    #31

    Microsoft’s Ai Fails At Captioning Picturesque Cityscapes To Hilarious Effect

    CityDescriber Report

    Shelp
    Community Member
    5 years ago Created by potrace 1.15, written by Peter Selinger 2001-2017

    Well, that's true. By the way, isn't it Stuttgart?