Metrics and methods for robustness evaluation of neural networks with generative models

1 code implementation • 4 Mar 2020 • Igor Buzhinsky, Arseny Nerinovsky, Stavros Tripakis

In this paper, we propose several metrics to measure robustness of classifiers to natural adversarial examples, and methods to evaluate them.

Adversarial Robustness Image Classification

Realistic text replacement with non-uniform style conditioning

no code implementations • 7 Jun 2020 • Arseny Nerinovsky, Igor Buzhinsky, Andey Filchencov

The proposed model achieves realistic text replacement and outperforms existing approaches on ICDAR MLT.