A Survey of Neural Network Robustness Assessment in Image Recognition

arXiv:2404.08285v1 Announce Type: new
Abstract: In recent years, there has been significant attention given to the robustness assessment of neural networks. Robustness plays a critical role in ensuring reliable operation of artificial intelligence (AI) systems in complex and uncertain environments. Deep learning's robustness problem is particularly significant, highlighted by the discovery of adversarial attacks on image classification models. Researchers have dedicated efforts to evaluate robustness in diverse perturbation conditions for image recognition tasks. Robustness assessment encompasses two main techniques: robustness …

abstract artificial artificial intelligence arxiv assessment attention cs.ai cs.cv cs.sy deep learning eess.sy environments image image recognition intelligence network networks neural network neural networks recognition robustness role survey systems type uncertain