Machine Learning Attack Series: Image Scaling Attacks
infonews
securityresearch
Source: Embrace The RedOctober 28, 2020
Summary
This post introduces image scaling attacks, a type of adversarial attack (manipulating inputs to fool AI systems) that targets machine learning models through image preprocessing. The author discovered this attack concept while preparing demos and references academic research on understanding and preventing these attacks.
Classification
Attack Type
Model Evasion
Attack SophisticationModerate
Impact (CIA+S)
integrity
AI Component TargetedInference
Affected Vendors
Related Issues
Monthly digest — independent AI security research
Original source: https://embracethered.com/blog/posts/2020/husky-ai-image-rescaling-attacks/
First tracked: February 12, 2026 at 02:20 PM
Classified by LLM (prompt v3) · confidence: 75%