Improving the Robustness of Deep Neural Networks via Stability Training

Stephan Zheng, Yang Song, Thomas Leung +1

In this paper we address the issue of output instability of deep neural networks: small perturbations in the visual input can significantly distort the feature embeddings and outpu…