Till Aczel

Human Aligned Compression for Robust Models

2025 · arXiv (Cornell University)

Adversarial attacks on image models threaten system robustness by introducing imperceptible perturbations that cause incorrect predictions. We investigate human-aligned learned lossy compression as a defense mechanism, comparing two learned models (HiFiC and ELIC) against traditional …