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94points


x



Your submission is live now! Share your submission via social networks to gather
votes.
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View Submission

Funny, Memes4 days ago


THIS AI BOT IS TRYING TO GUESS WHAT IS BEING DEPICTED IN POPULAR MEMES, AND HERE
ARE 30 OF ITS FUNNIEST ATTEMPTS



Rokas Laurinavičius and
Denis Tymulis


Publish

Not your original work? Add source

Remember the AI bot that generates fictional people and writes hilarious
first-person stories a la Humans of New York? Well, we just discovered its
cousin.



However, instead of drawing portraits, this neural network creation called
ResNeXtGuesser, analyzes popular memes and tells Twitter what it thinks it's
looking at.

The project's anonymous creator, who goes by the pseudonym Glen Neumann, is a
computer engineer based in San Jose, California, and has been having an absolute
blast running the show.

Even though Neumann launched ResNeXtGuesser in June 2021, it already has 533K
followers, so we decided to scroll through its feed and see what this huge buzz
is all about. Here's what we saw.

More info: Twitter

This post may include affiliate links.


#1




ResNeXtGuesser Report

151points


POST


Nathaniel
Nathaniel
Community Member • points
posts
comments
upvotes
FollowUnfollow
4 days ago

Pepe Le Pews next victims.


22
22points

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#2




ResNeXtGuesser Report

132points


POST


DUN DUN (she/her)
DUN DUN (she/her)
Community Member • points
posts
comments
upvotes
FollowUnfollow
4 days ago

Oml THAT IS EXACTLY HOW I LOOK IN A SHEET MASK 😂💀


58
58points

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You could say the roots of the project began to sprout when Neumann was still
studying. "Throughout college, I took some courses related to machine learning,
and I had a lot of assignments related to image recognition," he told Emerging
Tech Brew.

"For example, one assignment was to make and train a neural network that can
differentiate [between] pictures of cats and dogs. But you can pass any image
you want through a neural network, and I always found it super funny to pass
through memes or any random image and watch the NN [neural network] try to
classify it as a dog or cat."

#3




ResNeXtGuesser Report

114points


POST


Nathaniel
Nathaniel
Community Member • points
posts
comments
upvotes
FollowUnfollow
4 days ago

That is an eggsellent prediction.


42
42points

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#4




ResNeXtGuesser Report

106points


POST


Id row
Id row
Community Member • points
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comments
upvotes
FollowUnfollow
3 days ago

tbf, that was a pretty low confidence rate.


20
20points

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#5




ResNeXtGuesser Report

96points


POST


Geeki Nikki
Geeki Nikki
Community Member • points
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comments
upvotes
FollowUnfollow
4 days ago

🔥


8
8points

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In other assignments, he was dealing with more advanced neural networks like
ResNeXt. "In doing the same thing, the results were rarely correct, but you
could start to see how the neural network thinks, and I thought that was super
interesting," he recalled.



"In some cases, you could identify what the machine was looking at and why it
made its prediction (for example, the stacked cheese in this prediction really
does look like the texture of a pineapple IMO)."

#6




ResNeXtGuesser Report

91points


POST


dream of delusion
dream of delusion
Community Member • points
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comments
upvotes
FollowUnfollow
4 days ago

eh, close enough


26
26points

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#7




ResNeXtGuesser Report

90points


POST


DUN DUN (she/her)
DUN DUN (she/her)
Community Member • points
posts
comments
upvotes
FollowUnfollow
4 days ago

Existential crisis


26
26points

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#8




ResNeXtGuesser Report

90points


POST


DUN DUN (she/her)
DUN DUN (she/her)
Community Member • points
posts
comments
upvotes
FollowUnfollow
4 days ago

Toastingus


23
23points

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After graduating, Neumann began working in the embedded world, so he didn't get
a chance to play with machine learning anymore. That is until one seemingly
uneventful evening.

"I thought that making the NNGM Twitter bot would be a good chance to both mess
with NNs again and learn how to use the Twitter API, so I got to work on it that
weekend." And the rest is browsing history.

#9




ResNeXtGuesser Report

86points


POST


der sebbl
der sebbl
Community Member • points
posts
comments
upvotes
FollowUnfollow
4 days ago

Not that far off


22
22points

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#10




ResNeXtGuesser Report

84points


POST


DUN DUN (she/her)
DUN DUN (she/her)
Community Member • points
posts
comments
upvotes
FollowUnfollow
4 days ago

I can't think straight after Beesechurger


54
54points

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#11




ResNeXtGuesser Report

75points


POST


DUN DUN (she/her)
DUN DUN (she/her)
Community Member • points
posts
comments
upvotes
FollowUnfollow
4 days ago (edited)

Forget the bot, can we humans predict what this is supposed to be?


64
64points

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#12




ResNeXtGuesser Report

73points


POST


Olivia Lisbon
Olivia Lisbon
Community Member • points
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comments
upvotes
FollowUnfollow
4 days ago

I mean…maybe?


20
20points

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ResNeXt is considered to be a simple, highly modularized network architecture
for image classification. "[I chose ResNeXt for my side project because it] was
trained on the ImageNet data set, a huge assortment of labeled images with
hundreds of classes," the computer engineer explained.

"Each year, ImageNet has a competition among researchers to see who can make the
most accurate NN. ResNeXt was the 2016 winner, having a better top-5 error
percentage, beating even that of humans. When I saw that the Python library
PyTorch had a pre-trained model for ResNeXt, and I wouldn't have to code it up
and train it myself, it was an easy decision."

#13




ResNeXtGuesser Report

72points


POST


ᴀʟᴇxᴏᴛʟ_ᴛʜᴇɢʀᴇᴀᴛ
ᴀʟᴇxᴏᴛʟ_ᴛʜᴇɢʀᴇᴀᴛ
Community Member • points
posts
comments
upvotes
FollowUnfollow
4 days ago

what would posses you to do this


63
63points

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#14




ResNeXtGuesser Report

71points


POST


Olivia Lisbon
Olivia Lisbon
Community Member • points
posts
comments
upvotes
FollowUnfollow
4 days ago

Aw, he’s getting unsure of himself. Poor thing, you’re finally not that wrong!


45
45points

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#15




ResNeXtGuesser Report

69points


POST


ᴀʟᴇxᴏᴛʟ_ᴛʜᴇɢʀᴇᴀᴛ
ᴀʟᴇxᴏᴛʟ_ᴛʜᴇɢʀᴇᴀᴛ
Community Member • points
posts
comments
upvotes
FollowUnfollow
4 days ago

omg what a hot stud 🥵🥵


37
37points

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#16




ResNeXtGuesser Report

69points


POST


Commander OwO
Commander OwO
Community Member • points
posts
comments
upvotes
FollowUnfollow
4 days ago

Siamese cats looks like they dipped their faces in chocolate!


22
22points

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Neumann said it was a while before the bot picked up. "I would say that the
first tweet to really take off was ... in October 2021, a picture of a plushie
riding on top of a tank. The plushie is a character from the Touhou series, a
video-game series with a cult following."



"There's a sizable Touhou fan community on Twitter, and that tweet found its way
in there and blew up. After that, growth was very burst-y. Every now and then,
the bot would produce a particularly funny prediction, which would get spread
around, and the [account] would get a bunch of new followers all at once."

#17




ResNeXtGuesser Report

67points


POST


Olivia Lisbon
Olivia Lisbon
Community Member • points
posts
comments
upvotes
FollowUnfollow
4 days ago

It dug deep for this guess…


26
26points

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#18




ResNeXtGuesser Report

64points


POST


ᴀʟᴇxᴏᴛʟ_ᴛʜᴇɢʀᴇᴀᴛ
ᴀʟᴇxᴏᴛʟ_ᴛʜᴇɢʀᴇᴀᴛ
Community Member • points
posts
comments
upvotes
FollowUnfollow
4 days ago

glock a mole


126
126points

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#19




ResNeXtGuesser Report

60points


POST


DUN DUN (she/her)
DUN DUN (she/her)
Community Member • points
posts
comments
upvotes
FollowUnfollow
4 days ago

So....mashed potavocango?


48
48points

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When the account was still small, the number of submissions Neumann received for
his tests was low enough to the point where he could look in his DMs and
download each image manually. But that eventually changed and as the computer
engineer started getting more and more pictures, he wrote a script to take some
load off of him. And that wasn't the end of it, too.

"Eventually there were too many submissions in the DMs for even my script to
handle. Once that happened, I shut down submissions for a while so I could set
up a website dedicated to submissions," he said. "By the time I got around to
finishing the website, the account had exploded. I don’t remember how long I had
the website up—maybe just a few weeks—but the amount of submissions I was
getting was simply unmanageable. Even today, I still have a backlog of about
8,000 images [that] I have to look through and moderate."


#20




ResNeXtGuesser Report

60points


POST


ᴀʟᴇxᴏᴛʟ_ᴛʜᴇɢʀᴇᴀᴛ
ᴀʟᴇxᴏᴛʟ_ᴛʜᴇɢʀᴇᴀᴛ
Community Member • points
posts
comments
upvotes
FollowUnfollow
4 days ago

ugh idiots it’s clearly a screwdriver


31
31points

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#21




ResNeXtGuesser Report

57points


POST


DUN DUN (she/her)
DUN DUN (she/her)
Community Member • points
posts
comments
upvotes
FollowUnfollow
4 days ago

Two extra thicc red balloons 😭


27
27points

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See Also on Bored Panda
50 Rare Photos That Reveal The Unseen Side Of Things (New Pics)
The Opposite Of Design Fails: 50 Of The Most Brilliant Design Ideas That People
Have Ever Shared In This Online Group (New Pics)
#22




ResNeXtGuesser Report

54points


POST


Bruno Madrigal
Bruno Madrigal
Community Member • points
posts
comments
upvotes
FollowUnfollow
4 days ago

Capybara! I think that's how you spell it...lemme ask Antonio


16
16points

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#23




ResNeXtGuesser Report

53points


POST


DUN DUN (she/her)
DUN DUN (she/her)
Community Member • points
posts
comments
upvotes
FollowUnfollow
4 days ago

The last chihuahua has gone evil 🎃


17
17points

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Initially and ironically, Neumann hoped that the account "would show just how
good neural networks can be."

"Sure, it has a hard time getting the predictions right, but that's kind of to
be expected when I'm feeding it totally nonsensical memes," he said. "What I
love about the account is that sometimes you can see how the bot thinks, you can
sometimes see why it made the prediction it did. And that, to me, is a little
bit spooky."

#24




ResNeXtGuesser Report

53points


POST


YourAverageIdiot
YourAverageIdiot
Community Member • points
posts
comments
upvotes
FollowUnfollow
4 days ago

I'm pretty sure that's a h o n s e


26
26points

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#25




ResNeXtGuesser Report

52points


POST


Nathaniel
Nathaniel
Community Member • points
posts
comments
upvotes
FollowUnfollow
4 days ago

Which part of the pic is it detecting a shopping cart? With others there is a
shape and a suggestion at least. This is like, Bruh? Don't care no more.
Shopping cart?


47
47points

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#26




ResNeXtGuesser Report

48points


POST


Joseph Kuhlman
Joseph Kuhlman
Community Member • points
posts
comments
upvotes
FollowUnfollow
4 days ago

Your politics bore me


22
22points

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#27




ResNeXtGuesser Report

46points


POST


BAWK BAWK BAKAW
BAWK BAWK BAKAW
Community Member • points
posts
comments
upvotes
FollowUnfollow
4 days ago

OMFG THAT THING IS TERRIFYING AND *GASP* ITS INSIDE MEEEEE


32
32points

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Running the bot, Neumann's favorite moments are seeing people root for it and
get excited when it makes a (somewhat) good prediction.

"It's cute watching people personify a neural network, and celebrate it when it
succeeds and chastise it when it fails. I understand that the NNGM Twitter bot
may not be much more than a meme page with a twist, but watching people get
excited over a robot predicting nonsensical memes really makes my day
sometimes," he said.

#28




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45points


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DUN DUN (she/her)
DUN DUN (she/her)
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4 days ago

The spicy, meaty kind of pretzel


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#29




ResNeXtGuesser Report

42points


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Nitro Codes
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4 days ago

long snek


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#30




ResNeXtGuesser Report

41points


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Blobban
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4 days ago

Nice


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Note: this post originally had 130 images. It’s been shortened to the top 30
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Rokas Laurinavičius

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YoyoSthlm
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4 days ago

Do we really want them to get smarter?


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Chinmayee Kalghatgi
Chinmayee Kalghatgi
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4 days ago

I heard that scientists trained a robot to use a gun


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LILYANDPEARL
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4 days ago

Oh no


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Chinmayee Kalghatgi
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4 days ago

That is an understatement


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Engrumpled Curmudgeon
Engrumpled Curmudgeon
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3 days ago (edited)

A Boston Dynamics 'Atlas' bot. What they didn't tell you is that its actions
were remotely-controlled off-camera. The 'AI' in these bots is only concerned
with motion control, navigation, hazard avoidance, and balance while executing a
motion sequence commanded remotely. They are not capable of understanding the
concept of a gun or an assailant. Basically just "Go thataway and try not to
fall over."


2
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Eppe
Eppe
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4 days ago

I had trouble guessing a lot of these images myself


5
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Res Earch
Res Earch
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3 days ago

This is why people shouldn't be worried about computers taking over the world.
Machines are not smart.


0
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Robert Benson
Robert Benson
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2 days ago

That's what they WANT us to think


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YoyoSthlm
YoyoSthlm
Community Member • points
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FollowUnfollow
4 days ago

Do we really want them to get smarter?


7
7points

reply
Chinmayee Kalghatgi
Chinmayee Kalghatgi
Community Member • points
posts
comments
upvotes
FollowUnfollow
4 days ago

I heard that scientists trained a robot to use a gun


3
3points

reply
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LILYANDPEARL
LILYANDPEARL
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FollowUnfollow
4 days ago

Oh no


3
3points

reply
Chinmayee Kalghatgi
Chinmayee Kalghatgi
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comments
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FollowUnfollow
4 days ago

That is an understatement


1
1point

reply
Engrumpled Curmudgeon
Engrumpled Curmudgeon
Community Member • points
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comments
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FollowUnfollow
3 days ago (edited)

A Boston Dynamics 'Atlas' bot. What they didn't tell you is that its actions
were remotely-controlled off-camera. The 'AI' in these bots is only concerned
with motion control, navigation, hazard avoidance, and balance while executing a
motion sequence commanded remotely. They are not capable of understanding the
concept of a gun or an assailant. Basically just "Go thataway and try not to
fall over."


2
2points

reply
Eppe
Eppe
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FollowUnfollow
4 days ago

I had trouble guessing a lot of these images myself


5
5points

reply
Res Earch
Res Earch
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FollowUnfollow
3 days ago

This is why people shouldn't be worried about computers taking over the world.
Machines are not smart.


0
0points

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Robert Benson
Robert Benson
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FollowUnfollow
2 days ago

That's what they WANT us to think


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