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title Weaponizing Image Scaling Against Production AI Systems
date 2025-11-08
authors
Kikimora Morozova
Suha Sabi Hussain
conference
BSides Berlin 2025
Black Hat Europe 2025
resources
label path
Slides
Weaponizing Image Scaling.pdf

This presentation demonstrates how image scaling operations can be weaponized to attack production AI systems, revealing vulnerabilities in common image preprocessing pipelines used by machine learning models. By sending a seemingly harmless image to an LLM, an attacker could trigger unexpected behaviors including data exfiltration through multi-modal prompt injection techniques.