Report: Artificial Intelligence-Training Database Harvested Adult Images

Report: Artificial Intelligence-Training Database Harvested Adult Images

CYBERSPACE — One of the most popular image databases used by Artificial Intelligence (AI) and Machine Learning entrepreneurs and researchers reportedly contains a vast number of images harvested from adult sites without the explicit authorization of the people depicted in them.

ImageNet, an image library used worldwide to train AI systems to recognize and generate images, includes images depicting “porn actresses,” the U.K.’s The Register reported today.

“The library consists of 14 million images, each placed into categories that describe what's pictured in each scene,” wrote The Register’s Emerging Tech reporter Katyanna Quach. “This pairing of information — images and labels — is used to teach artificially intelligent applications to recognize things and people caught on camera.”

According to the article, a typo led a Bay Area researcher into stumbling on the adult content.

“ImageNet's categories are sorted in alphabetic order and referenced by software in numerical ascending order,” the article continues. “In a subset of the database [UnnifyID’s Chief Scientist Vinay] Prabhu was using for his research, bicycles were category 444, and bikinis were 445. A single-digit typo in his code caused his neural network to draw from category 445 — bikinis — rather than the bicycles in 444.”

“At first I found it amusing, and I decided to look through the data set,” Prabhu said.

He found “photos of a naked child’s backside, porn stars, shenanigans at frat parties, plus private and intimate photos of men dressed in women’s underwear.”

“It was clear that these were unethical,” Prabhu added.

“Sometimes the nature of what is pornographic is debatable, but in some cases, the links to the porn websites are included right in the images,” he told The Register.

XBIZ has previously reported on image banks like ImageNet and their controversial use of unauthorized adult content to generate “Virtual Porn Stars.” To read “AI Gone Wild: A 'Disruptor' Tries (and Fails) to Generate Synthetic Porn Stars,” click here.

For the Register article “Inside the 1TB ImageNet data set used to train the world's AI: Naked kids, drunken frat parties, porno stars, and more,” click here.

Copyright © 2026 Adnet Media. All Rights Reserved. XBIZ is a trademark of Adnet Media.
Reproduction in whole or in part in any form or medium without express written permission is prohibited.

More News

MyMember.site Integrates FSC's 'PrivateAV' Age Verification Solution

MyMember.site has integrated Free Speech Coalition's PrivateAV age verification tool into its website-building platform.

Pearl Industry Network Launches Creator Networking App Beta

Industry trade group Pearl Industry Network (PiN) has launched beta testing for the PiN Member App, a networking and collaboration tool for content creators.

FSC: W.V. Age Verification Law Takes Effect June 12

The Free Speech Coalition has issued a reminder notice that West Virginia's age verification law takes effect on June 12, 2026.

Pineapple Support Taps Brad Mitchell, Jean-Micheal Veen for Senior Leadership Positions

Pineapple Support has named Brad Mitchell as its new board president and Jean-Micheal Veen as technology and development chair.

Polish Government Proposes AV Mandate for Adult Sites

Poland’s Council of Ministers on Tuesday endorsed a proposed national law that would require sites and platforms to age-verify users to prevent minors from accessing adult content online.

Brazil Launches Complaints Page for AV Violations

Brazil’s National Data Protection Authority (ANPD) on Monday debuted a portal where citizens can report possible violations of the country’s Digital Statute for Children and Adolescents (Digital ECA), which requires adult websites to age-verify users located in Brazil.

FSC Launches 'Speak Out' Media Campaign for Creators

The Free Speech Coalition (FSC) has announced the launch of FSC Speak Out, a media campaign for content creators to tell their stories.

Pineapple Support, Stripchat to Host LGBTQ Support Group

Pineapple Support and Stripchat are hosting a free online support group for LGBTQ+ individuals within the adult industry, titled "LGBTQ and Proud."

Pornhub Awards Fiesta: A Night of Music, Dancing and Camaraderie

The eighth annual Pornhub Awards transformed Los Candiles Night Club in Glassell Park into a celebration of glamour, glitter, fashion and fame Wednesday night, as performers, creators and industry insiders toasted the year’s winners and danced late into the night while Diplo and Midnight Mary kept the party pulsing from behind the decks.

Ukrainian Parliament Rejects Porn Decriminalization Bill

The Verkhovna Rada, Ukraine’s parliament, on Thursday voted against passage of a bill that would have decriminalized the creation and distribution of pornography in that country — an activity that currently carries a prison sentence of three to five years.

Show More