Proj CDeepFuzz Paper Reading: DeepMutation: Mutation Testing of Deep Learning Systems

Abstract

本文:DeepMutation
Github: https://github.com/berkuva/mutation-testing-for-DNNs
Task: mutation testing framework specialized for DL systems to measure the quality of test data
Step:

  1. a set of source-level mutation operators to inject faults into source of DL(training data and training programs?)
  2. model-level mutation operators to inject faults into DL model without training
  3. 分析评估测试数据的质量

实验:
数据集:MNIST, CIFAR-10
DL Models: Model A,B,C?

posted @ 2023-09-08 04:08  雪溯  阅读(5)  评论(0编辑  收藏  举报