Automatic Deletion of Cheese

Cheese pizza (CP) is universally regarded as illegal and morally reprehensible in most of the world. It is also used as a weapon to bring down sites that host it. Everything related to it is completely illegal. However the moderators must look at it to judge whether or not it is indeed cheese pizza. Automatic systems such as artificial neural networks are powerful image processing methods which can be used to assign labels to images. These neural networks only maintain an abstract machine level representation of cheese pizza. To utilize such a neural network to eradicate CP online would not run afoul of any laws anywhere in the world.

Automatic detectors can be built with a high degree of sensitivity and specificity. The main problem is the lack of a huge database of cheese versus non-cheese from which a detector can be built. I can't imagine any legal way to build such a system. It is imperative for free speech to automatically eradicate CP because it is the number one killer of any website which hosts user uploaded image content.

Thoughts?

Other urls found in this thread:

i.4cdn.org/gif/1504844955986.webm
twitter.com/NSFWRedditVideo

Bumping with cheese pizza

Bump

People don't share CP through platforms that a neural network and hook in. If person A: send to person B: over an encrypted channel. There it literally nothing to either detect or otherwise distinguish that data as anything.

So no, its a pointless idea.

Can*

I believe we may be able to eradicate many forms of content moderation if CP can be automatically removed without human intervention

Untrue. For example Sup Forums can run an ANN in the server backend, automatically processing each uploaded image to generate a binary label. CP = TRUE/FALSE

The private transmission of encrypted data is completely irrelevant to me. You are correct in that specific case. I am only focusing on public discussion forums.

Bumping with cheese

Sure but no one seriously distributes CP here or anywhere equivalent to Sup Forums because that's retarded.

These tools already exist, Microsoft onedrive has a CP detector built in for example.

But 99% of CP sharing will be done over encrypted, end to end tunnels.

My goal is an internet free of moderation save for the elimination of CP. Public image boards are impossible to host without a team of moderators because the presence of CP is enough to warrant legal trouble for any such site operator. A public internet free of CP could allow individuals to run public forums with less moderation.

Bump

(((THEY))) can weaponize CP to bring down any site that has the ability to host images. This must not be tolerated.

CP is only a small part of the need for moderation. Most of what Sup Forums mods are doing is not removing CP, its everything else.

Additionally, it's a heavy computational task that would far exceed what an imageboard could afford.

It would be easier if children weren't such sluts. Then we wouldn't have a problem.

>Sure but no one seriously distributes CP here or anywhere equivalent to Sup Forums because that's retarded.
I am somewhat shocked in my years here how little cheese pizza happens. I can't actually think of one time it was blatant. The creeps post some pretty sick shit involving young women, but it is not pizza related....still sick. Having kids only reinforces the idea that these people are sick, and need help...even if that means a tire-iron to the head.

>My goal is an internet free of moderation save for the elimination of CP
It is a good idea, but what stops "new" photos from not being cataloged/blocked?

IF you are serious about making something like this, great. You would need to test it against something non-vannable. You obviously cannot trial run an anti-pizza bot without tipping the authorities.

Start small. make a program that blocks specific celebs...Say, Kevin Bacon for example.

I am hungry as fuck right now. All I can think about is bacon topped pizza....You fucking pricks.

Kek

Also 2d drawings are ok

Google already has such a database. It's not the images themselves; just the hashes. Every time you attach an image in Gmail or Google Drive or whatever it is checked against these hashes of known CP.

The NSA has the biggest CP folder in the world, running at an estimated 800 petabytes (often jokingly referred to as pedobytes)

Does that mean you have tried it?

A robust CP classifier should have at least 150k CP images in various poses and zoom levels with various lighting differences. It is possible to synthesize a large dataset from a seed but the seed still needs to be very substantial on the order of 50k or more images. I build image classifiers for a living. I know what I am talking about. Obviously I will not reveal who I work for or my real nationality. It is not computationally expensive to run a neural network in feed-forward i.e. "classification" mode. Training is the hard part. But for me it is no problem. I can't imagine that it is possible to curate a massive CP dataset without legal problems without involving government.

Welcome to the register.

tell the fbi to stop spreading it then

>To utilize such a neural network to eradicate CP online would not run afoul of any laws anywhere in the world.


yes it will

the laws im working on that you're all eventually going to be following

Hashing is a very primitive method unless we are talking about a more abstract method which uses an image similarity metric. ANNs generate an similarity metric and this is possibly what they mean by "hashing" It's not hashing in the real sense because any slight modification would result in a different hash. Has to be a "perceptual hash." Just as I described (ANN)

My point is I could do this for you guys but there is no way I can make it without getting into legal trouble.

that doesn't even make sense. simply conjuring the mere possibility that porn could be made from cheeses would be enough to land in jail. fuck off

I'll taking quietly hunting and murdering everyone who doesn't understand the SPIRIT of the 4th amendment for $100 Alex.

I don't want this to devolve into a discussion of human rights.

>Most of what Sup Forums mods are doing is not removing CP, its everything else.

It's not the 99% which kills you, its the 1%

Yet here we are friendo. Your proposition doesn't change anything, if they shutdown Sup Forums because of CP, they would have to shut everything down, thus it doesn't happen.

Go build a neural network for detecting reddit posters instead.

Makes me feel ill to think that shit exists. Kids should be left alone. No one deserves that.
>I build image classifiers for a living.
I am glad to see that someone with potential skill set working on it. I did not know if you were some script kiddie just making his first website. >I can't imagine that it is possible to curate a massive CP dataset without legal problems without involving government.

IF what you propose would work, it would be a HUGE asset to involve "Them" and their DB. If you can provide proof of concept, possibly they could host hashings remotely. They have the proof of data, and your system keeps the net safe.

I am quite interested in this from a social standpoint. I was never diddled thankfully, but have children of my own. The concept that someone could hurt a kid just boggles my mind. The idea of weaponize illicit photos to bomb out a website is real. A proactive block with a quiet report to authorities would be a delightful way to keep these perverts in a small corner. You will never rid the world of them totally, but can we please keep them too scared to indulge in their sick daydreams?

Thank you.

>simply conjuring the mere possibility that porn could be made from cheeses would be enough to land in jail.
As long as your cheese is aged properly (per local laws) there should be no issue. However, if your cheese is sub-par or not totally cured you should certainly get a visit from the local supply house.

>Go build a neural network for detecting reddit posters instead.

Challenge accepted. Though NLP is not my forte. Perhaps I could make a correlation to social justice pandering.

>I can't imagine that it is possible to curate a massive CP dataset without legal problems without involving government
This sort of "help" is another way the really dangerous pedos - the ones who work for law enforcement - justify getting paid to spend all day searching for (and then jacking it to) new CP.

"It's essential we have the largest possible training set...for the good of the children."

What does Sup Forums think of Joe Rogan?
i.4cdn.org/gif/1504844955986.webm

>MMmmh, FLAT cheese pizza
What did he mean by this?

1. Hash every image.
2. Keep the hash as long as the image is on the board.
3. If it's CP, have the mod delete it and store the hash in a database of known CP as part of the deletion transaction.
4. If someone uploads a file that hashes as known CP, abort the post.

No AI or storage of CP necessary, just active mods.

Sup Forums uses a hash - if you want to try to upload something legal but still bannable, try starting an OP on Sup Forums with the doubles guy as the picture and the software will ban you automatically.

The system would need full access to the raw image data to train, but the trained product is essentially a 5-500 megabyte binary blob depending on a LOT of factors that only contains an extremely abstract high dimensional representation of the input data. A piece of software utilizes this "trained blob" and pumps images through it to generate text labels. This is one of many ways an ANN can be utilized.

Afterwards, anybody can download or pirate the trained neural network data and use it forever after offline.

It's a really scary rabbit hole to go down. The only way I can imagine doing it without looking at any images is to build an end-to-end training script and validate it for a 2-class image classification task, then hand that software over to law enforcement so it can be unleashed on the "new" 2-class (CP TRUE/FALSE) dataset. Validating that would be a bitch. I would have to trust that the third party is not lying about the accuracy.

Hashing images is a futile task because while it can eliminate much of the CP in the short term it cannot capture the core essence of CP. Therefore you will always need a moderator team. Hashing only reduces the moderator workload.

Bump

i shit better when i dont eat dairy.

american pizza looks weird
thats because you have nigger genes

>Sure but no one seriously distributes CP here or anywhere equivalent to Sup Forums because that's retarded.
Maybe not anymore but it was seriously a daily thing on Sup Forums.

What does a company like Snapchat do when millions of underage send nudes to each other?

Also sinks

You'd think the feds already have a huge database of the shit with which they could make someone build that. and I really wish they would.

I like this cute picture, can I save it?

No my wife would kill me if she knew and user saved her picture

CP does not exist.
Prove me wrong.

Protip: you can't.

Aren't (((they))) making encryption illegal tho?

Its not possible, will literally never happen.

>thats because you have nigger genes
depends on the amount of dairy, really

Start drinking milk regularly, start with a half glass until you can drink 2 full glasses.
More lactase will start getting produced over time.

>i shit better when i dont eat dairy.
occasional diarrhea can be healthy, as long as you keep yourself hydrated.

>occasional diarrhea can be healthy
most german post ive read all day.

Nothing.

i am a qualified scat connoisseur

Protip: you're a sick pedo fag trying to get people to post it. Neck yourself, friend.

>t.Peter Scully browsing Sup Forums from jail

why are germs so obsessed with poop. poop shelf toilets poop eating porn. poop skin loving people. just odd.
4chang was founded on the backs of lolicons and borderline pedophiles

Why do you care, you sick fuck? Normal people don't sit around thinking about this.

I wish we could actually talk about this shit without mods and feds breathing down your neck.
I've been trying to get into using Tor because sites keep getting banned, and the only way you can access something like Daily Stormer or Cripplechan is trough Tor.
I've seen some crazy shit on the onion network. Anyone who doesn't use Tor will not even believe what kind of shit you can see just a few clicks away.
I can't describe what I've seen without getting banned from Sup Forums and ending up on some fed list.

most of what you can find on tor can be found on the 'clearweb'
you won't find disgusting things on tor unless you search those things, those things are not a few clicks away