, , , , , , , ,

Paper: Stable Diffusion “memorizes” some images, sparking privacy concerns

An image from Stable Diffusion’s training set compared to a similar Stable Diffusion generation when prompted with

Enlarge / An image from Stable Diffusion’s training set compared (left) to a similar Stable Diffusion generation (right) when prompted with “Ann Graham Lotz.” (credit: Carlini et al., 2023)

On Monday, a group of AI researchers from Google, DeepMind, UC Berkeley, Princeton, and ETH Zurich released a paper outlining an adversarial attack that can extract a small percentage of training images from latent diffusion AI image synthesis models like Stable Diffusion. It challenges views that image synthesis models do not memorize their training data and that training data might remain private if not disclosed.

Recently, AI image synthesis models have been the subject of intense ethical debate and even legal action. Proponents and opponents of generative AI tools regularly argue over the privacy and copyright implications of these new technologies. Adding fuel to either side of the argument could dramatically affect potential legal regulation of the technology, and as a result, this latest paper, authored by Nicholas Carlini et al., has perked up ears in AI circles.

However, Carlini’s results are not as clear-cut as they may first appear. Discovering instances of memorization in Stable Diffusion required 175 million image generations for testing and preexisting knowledge of trained images. Researchers only extracted 94 direct matches and 109 perceptual near-matches out of 350,000 high-probability-of-memorization images they tested (a set of known duplicates in the 160 million-image dataset used to train Stable Diffusion), resulting in a roughly 0.03 percent memorization rate in this particular scenario.

Read 7 remaining paragraphs | Comments

https://arstechnica.com/?p=1913780


January 2025
M T W T F S S
 12345
6789101112
13141516171819
20212223242526
2728293031  

About Us

Welcome to encircle News! We are a cutting-edge technology news company that is dedicated to bringing you the latest and greatest in everything tech. From automobiles to drones, software to hardware, we’ve got you covered.

At encircle News, we believe that technology is more than just a tool, it’s a way of life. And we’re here to help you stay on top of all the latest trends and developments in this ever-evolving field. We know that technology is constantly changing, and that can be overwhelming, but we’re here to make it easy for you to keep up.

We’re a team of tech enthusiasts who are passionate about everything tech and love to share our knowledge with others. We believe that technology should be accessible to everyone, and we’re here to make sure it is. Our mission is to provide you with fun, engaging, and informative content that helps you to understand and embrace the latest technologies.

From the newest cars on the road to the latest drones taking to the skies, we’ve got you covered. We also dive deep into the world of software and hardware, bringing you the latest updates on everything from operating systems to processors.

So whether you’re a tech enthusiast, a business professional, or just someone who wants to stay up-to-date on the latest advancements in technology, encircle News is the place for you. Join us on this exciting journey and be a part of shaping the future.

Podcasts

TWiT 1015: Smarter Than a House Cat – TikTok, Trumpcoin, Samsung Unpacked 2025 This Week in Tech (Audio)

Supreme Court Upholds Law That Threatens US TikTok Ban Trumpcoin Texas Sues Allstate Over Its Collection of Driver Data Skyrocketing car-insurance premiums are pushing inflation higher Behind the Curtain — Coming soon: Ph.D.-level super-agents 4 surprise products we could see at Samsung Unpacked 2025 Apple suspends error-strewn AI generated news alerts US Finalizes Rule Banning Smart Cars With Russian, Chinese Tech Natrium 'advanced nuclear' power plant wins Wyoming permit – WyoFile Cash App parent fined $175 million for 'woefully incomplete' response to fraud FDA Proposes Significant Step Toward Reducing Nicotine to Minimally or Nonaddictive Level in Cigarettes and Certain Other Combusted Tobacco Products Host: Leo Laporte Guests: Jason Hiner, Paris Martineau, and Molly White Download or subscribe to This Week in Tech at https://twit.tv/shows/this-week-in-tech Get episodes ad-free with Club TWiT at https://twit.tv/clubtwit Sponsors: joindeleteme.com/twit promo code TWIT ziprecruiter.com/twit NetSuite.com/TWIT canary.tools/twit – use code: TWIT shopify.com/twit
  1. TWiT 1015: Smarter Than a House Cat – TikTok, Trumpcoin, Samsung Unpacked 2025
  2. TWiT 1014: Just Say It's Capitalism – CES 2025, Meta News, Newag DRM
  3. TWiT 1013: Calamari in Crisis – Touching the Sun, Fake Spotify Artists, Banished Words
  4. TWiT 1012: Our Best Of 2024 – The Best Moments From TWiT's 2024
  5. TWiT 1011: The Year in Review – A Look at the Top Stories of 2024