2 papers
cs.CR2024
The Impact of Uniform Inputs on Activation Sparsity and Energy-Latency Attacks in Computer Vision
Andreas Müller, Erwin Quiring
Resource efficiency plays an important role for machine learning nowadays. The energy and decision latency are two critical aspects to ensure a sustainable and practical applicatio…
cs.CR2023
On the Detection of Image-Scaling Attacks in Machine Learning
Erwin Quiring, Andreas Müller, Konrad Rieck
Image scaling is an integral part of machine learning and computer vision systems. Unfortunately, this preprocessing step is vulnerable to so-called image-scaling attacks where an…