A leading Brazilian CEO and deepfake/AI expert has released a comprehensive, multi-layered analysis of the Netanyahu cafeteria video. The findings confirm the footage is synthetically generated, providing a detailed breakdown of the AI artifacts detected.https://www.instagram.com/reel/DV8n1pqCo0r/?igsh=MTI1dGI4NWw3N3ZlbA==
>>530919825But you are brown
You really need an expert? Also why are you so lat you cuck?Go and come back with the newest vid
>>530919852I'd rather be brown than a Jewish tranny.
Is that Fourier analysis he used?
>Brazilian Do you have any credible "experts"?
kek the comments are kvetching jidf so far
>>530920127>credibleDo you have any definitions for that in this context?
>>530920228it’s an American, so he wants a jew to tell him what to think
>>530920127>Only those whom Jewish scientists and the Jewish media calls "experts" can be considered so.America is so cooked, bro.
>>530919825from what I understand with the way these models work is that you cant really use software to tell if they're fake or not because they're not like a pattern output algorithmic process they're a statistical output.plus 1 pass of any transcoder to another format or codec would fuck any detection.it's why none of those "AI Detection" websites actually work and have proven to be on par with random chance, you can open up an AI image and add a 0.01% Gaussian blur and then suddenly it's undetectable.
>>530919825You lost, tranny
>>530919825I remember a random Twitter troon claiming that they could find AI by detecting a FFT like 2 years ago but it doesn't seem true at all. A lot of models are cascaded too, what happens when you take step where the FFT is detectable and do some bullshit post-processing to fix contrast or whatever? It's not gonna pick it up.
>>530919852men your mom suck my cock
>>530920288>so he wants a jew to tell him what to thinkPossibly. That aside, if you can get more details about how he did the analysis, I'd be curious. It does look like he's using Fourier analysis, which would be a fascinating twist on that application, but it's not clear from the vid.
>>530920627So you're saying the Americans destroyed your country, and you're here—I don't know, 20 years later?—defending them.Good goyim
>>530919825Imagine trusting a brazilian
>>530920495Brazillians are monkeys, I don't trust them regarding anything. You faggots are gonna be so mad when Bibi isn't dead.
>>530920879Based vira lata.
>>530920824Countries are a masonic concept faggot, Brazil is a country of monkeys, niggers, trannies and mixed people that have absolutely nothing in common but are controlled by a singular entity. USA didn't destroy shit. The serpent eats itself and grows back. A monkey like you will never understand.
>>530919825>MY bullshit larp image isn't AI - YOURS isVery tiresome.
>>530920930Could you point your home on this map?
>>530920888>but I trust MUH white people who are destroying my race and replacing me with Muslims and Africans, more than I trust Brazilian monkeee!!No wonder why epstein called you "good goyim cattle"
even Brazilians distrust their specialists
>>530921203To analyze the veracity of a photo or video? Absolutely. You jungle monkeys think the rainforest is magic, you're a bunch of shitskinned retards.
>>530920534>>530920809The digital forensic analysis presented in the video uses a multi-factor verification approach, grounded in principles of signal processing and computer vision for the detection of synthetic media (deepfakes). The Gradient Analysis (Skin vs. Fabric) technique seeks textural inconsistencies in transition zones, where AI algorithms frequently fail to simulate the natural porosity of skin versus the weave of fabrics; High-Frequency Analysis (usually via Fourier Transform) identifies "dominant signals" or repetitive mathematical patterns that do not exist in real optical captures, but are byproducts of generative neural networks; Rotation and Silhouette Stress evaluates edge integrity and geometric continuity, detecting compression artifacts or "ghosting" common in digital overlays; Low-Frequency Sensor Noise Analysis verifies the absence of Sensor Pattern Noise (PRNU), which is the unique "fingerprint" left by a physical camera’s hardware; and, finally, the identification of AI Blocks exposes the unnatural organization of pixels that "stick" in synthetically generated areas. The verdict on the reliability of this method is extremely high, as the strength of the conclusion does not reside in a single isolated test—which could suffer from false positives due to social media compression—but rather in the convergence of evidence across multiple layers (spatial, frequency, and stochastic), making the probability of error statistically insignificant when all techniques result in a simultaneous failure.
>>530921780well, sonuvabitch, I wasn't completely off target, eh?Thanks for digging that up! That's actually useful info.Today OP was NOT a faggot.
>>530919825Does his dad work at Nintendo?
>>530921780>The digital forensic analysis presented in the video uses a multi-factor verification approacha guy did more than one test>grounded in principles of signal processing and computer vision for the detection of synthetic media (deepfakes)he used the normal off the shelf tests that work in the lab but are defeated in the wild easily>blah blah blahhe used specific tests that have been shown to not really prove anything and are out of date weekly as models update.>The verdict on the reliability of this method is extremely highin a lab, where the methods are devised to defeat a test set or specific test model.>the strength of the conclusion does not reside in a single isolated testthe unreliable tests were all unreliable at the same time.>making the probability of error statistically insignificant when all techniques result in a simultaneous failure.better go to the casino, roulette has NEVER rolled 5 reds in a row ever.dont get me wrong I think the video could be fake from the jacket bit alone, using my own eyes.
if you can't tell this has some kind of ai filter you are blindnow whether or not it exists just to make him look better or healthier or if its an entirely rigged up fake who knowsi lean toward the latter but if he were dead there would be absolutely no reason to lie unless they were in negotiations with iran, which they are not
>>530921544>So you trust (((white politicians, media, and scientists))) who are destroying your ethnicity and country more than any other source?>Absolutely!It's hilarious how Americans actually accept their status as a good goyim cattle. Actually, you can't even call it cattle: at least the bull goes to slaughter against its will.
>>530922175>dont get me wrong I think the video could be fake from the jacket bit alone, using my own eyes.That's the gradient analysis part. Most people who are aware of those subtleties will pick it up by eye (like the sandy texture gAy.I. makes when generating turds). However, layering that with the rest, like Fourier analysis, bolsters the conclusions.In the end, he was quantifying the data to eliminate hand-waving criticisms. It would be funny if he actually published it as a technical paper. Kek.
>>530922175>a guy did more than one testThis is the core of forensic reliability. In science, this is called Convergent Evidence. A single test might have a margin of error, but when multiple independent methodologies (frequency analysis, geometry, and sensor noise) all point to the same result, the probability of the conclusion being correct increases exponentially.>he used the normal off the shelf tests that work in the lab but are defeated in the wild easilyWhile "in the wild" factors like WhatsApp or Instagram compression do degrade signals, they do not magically transform a synthetic signal into a natural one. Forensic tools are designed to find the residual mathematical traces that survive compression. Being "off the shelf" doesn't make a test invalid; it means the method has been peer-reviewed and standardized.>he used specific tests that have been shown to not really prove anything and are out of date weekly as models update.This confuses Generative Models with Architectural Principles. While new AI models come out weekly, they still rely on the same underlying math—such as convolutions or transformers—which leave specific "checkered" or "gradient" artifacts. Forensic analysis targets these fundamental mathematical signatures, which are much harder for AI to hide than simple visual glitches.
>>530922175>In a lab, where the methods are devised to defeat a test set or specific test model.The techniques shown (like PRNU and Fourier Transforms) are based on Physics and Signal Processing, not just "test sets." PRNU, for example, looks for the physical imperfections of a camera's silicon sensor. These are universal laws of optics and hardware that don't change just because you're outside of a laboratory.>the unreliable tests were all unreliable at the same time.This is a logical fallacy regarding Probabilistic Independence. If you have five different tests, each with a 10% chance of a false positive, the chance of all five failing in the exact same way at the exact same time is 0.1^5, or 0.00001. In forensics, the "unreliability" of one test is neutralized by the independence of the others.>better go to the casino, roulette has NEVER rolled 5 reds in a row ever.Actually, the record for consecutive reds in a casino is 32. But more importantly, forensics isn't a game of chance like a roulette wheel. It is the study of Causality. A digital image is either caused by light hitting a physical sensor or by an algorithm calculating pixel values. The tests are measuring which of those two physical realities created the file.
>>530919989/thread
>>530919825leading /pol/acks confirmed it to be AI already 2 days ago2nd opinion admited case closedsave pic rel as memorial to this incredible monkey
Bump for more technically-aware eyes to see this.
https://voca.ro/1hyfZD4xEkWQBREAKING BREAKING BREAKINGhttps://voca.ro/1hyfZD4xEkWQ
>>530919825ladies and gentlemen, it's over
>>530925466>ok?>ok?>ok?>ok?>ok?midwit detected
>>530925466We'd love to make deals with China, indeed. But you Americans won't et our Foreskin go. Why don't you just leave us alone then? If we're just a country of useless monkeys... shouldn't you ignore us and solve the problem of internal debt, for example? Or maybe, Idk, clean up these streets full of stabbing hobos K9-using thugs? You spend millions a year attacking a country you don't even know where it is, just because the Jew ordered it. Obviously, Bibi is laughing, wherever he is, but he's certainly not laughing at us latins
>>530925466Cringe
>>530921780>>530922897>>530922938>quality posting on /pol/welp, kikes are going to bury this thread
>>530922204>no reason to lieDead Bibi could legit pull their country apart. Israeli society has gone mental.
>>530927198It's just an AI argument at this point.
>>530920164They’re afraid, and with good reason.Hating Zionism is pretty hot these days, if they lose the conservaboomers, they have nobody.
first the jeet might have given away lil satan's coordinates, then a jeet repeatedly did jeet-tier ai to make him look alive.this is what you get for being the cheapskates of history. all that money and you used jeets. at least you saved some shekels for the burial/buffet in the bunker.
>>530919825so basically epstein is now the usa president?
what r they cooking lmao this is wild
>>530919852He is right. You are a jewish parasite or indian. They are coming for Patagonia and broader South America now too. Brazilians are our new ally just like they always were with Bolsonaro before their election was stolen.
>>530919825>A leading Brazilian CEO and deepfake/AI expertHe's a child prodigy too, only 17 years old and already a PhD and CEO!
