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 © 2025 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

British Documentary Spotlights XBIZ Amsterdam With Candid Conversations

British creator and host Josh Pieters traveled to XBIZ Amsterdam to film a documentary about the annual European adult industry conference.

XBIZ 2026 to Debut 'New Talent Go-See' Special Event

XBIZ 2026, North America’s premier adult industry conference, will debut a special event designed to help new talent jump-start their careers: the New Talent Go-See.

Penthouse Announces Digital Archive Launch

Penthouse Magazine has announced that it will launch a comprehensive digital archive in 2026.

Dreamcam Joins Pineapple Support as Supporter-Level Sponsor

Dreamcam has joined the ranks of over 70 adult businesses and organizations committing funds and resources to Pineapple Support.

AEBN Publishes Popular Searches by Country for August, September

AEBN has released the list of popular searches from its straight and gay theaters by country in August and September.

AV in Focus: A Guide to Unlocking Compliance With Clarity

The age verification era isn’t coming — it’s here. Laws are already on the books in numerous U.S. states, as well as in the U.K., France and beyond.

Canadian Privacy Commissioner Endorses National AV Bill

Philippe Dufresne, privacy commissioner of Canada, has voiced support for a bill that would impose fines of up to $500,000 on adult sites that do not implement age verification for Canadian viewers.

Ricky Johnson Launches 'Ricky's Resort' Through YourPaysitePartner

Ricky's Room studio honcho Ricky Johnson has launched his latest site, RickysResort.com, through YourPaysitePartner (YPP).

Industry Attorney Paul Cambria Retires After 50 Years of Practicing Law

After more than a half-century in practice, during which he provided the defense in some of the adult industry's most notable legal cases, attorney Paul Cambria has retired.

2026 XMA Nominations Party Set for Nov. 19 in Hollywood

The 2026 XMA nominations reveal party will take place at Keys on the Sunset Strip on Wednesday, Nov. 19, with red-carpet arrivals starting at 8 p.m.

Show More