SPD Attack - Prevention of AI Powered Image Editing by Image Immunization

Parth Badgujar, Shorya Singhal, Devansh Bhardwaj

Published: 26 Feb 2025, Last Modified: 26 Feb 2025ICLR 2025 Blogpost TrackEveryoneRevisionsBibTeXCC BY 4.0
Blogpost Url: https://d2jud02ci9yv69.cloudfront.net/2025-04-28-spd-190/blog/spd/
Abstract: Recent advances in image-to-image editing models offer both benefits and risks. While they enhance creativity, accessibility, and applications in fields ranging from medicine to environmental science, they can also enable misuse, such as identity manipulation, copyright infringement, and deepfake creation. This blog explores methods to protect images from such misuse, reproduces findings from relevant research, and extends them across various models and datasets.
Conflict Of Interest: No conflict of interest.
Submission Number: 94