A comprehensive evaluation framework for deep model robustness

Jun Guo, Wei Bao,Jiakai Wang,Yuqing Ma,Xinghai Gao,Gang Xiao,Aishan Liu, Jian Dong,Xianglong Liu,Wenjun Wu

Pattern Recognition（2023）

引用 6|浏览72

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摘要

•Establish a comprehensive framework for model robustness, containing 23 different metrics.•Provide an open-sourced platform to support easy-to-use robustness evaluation and continuous integration.•Conduct large-scale experiments and provide preliminary suggestions to the evaluation of model robustness.

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关键词

Adversarial examples,Evaluation metrics,Model robustness

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